{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Dow Jones Industrial Average and Its 30 Components"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading Dow componentms datasets from Quandl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import quandl\n",
    "\n",
    "QUANDL_API_KEY = 'BCzkk3NDWt7H9yjzx-DY'  # Your own Quandl key here\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "\n",
    "SYMBOLS = [\n",
    "    'AAPL','MMM', 'AXP', 'BA', 'CAT',\n",
    "    'CVX', 'CSCO', 'KO', 'DD', 'XOM',\n",
    "    'GS', 'HD', 'IBM', 'INTC', 'JNJ',\n",
    "    'JPM', 'MCD', 'MRK', 'MSFT', 'NKE',\n",
    "    'PFE', 'PG', 'UNH', 'UTX', 'TRV', \n",
    "    'VZ', 'V', 'WMT', 'WBA', 'DIS',\n",
    "]\n",
    "\n",
    "wiki_symbols = ['WIKI/%s'%symbol for symbol in SYMBOLS]\n",
    "df_components = quandl.get(\n",
    "    wiki_symbols, \n",
    "    start_date='2017-01-01', \n",
    "    end_date='2017-12-31', \n",
    "    column_index=11)\n",
    "df_components.columns = SYMBOLS  # Renaming the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "filled_df_components = df_components.fillna(method='ffill')\n",
    "daily_df_components = filled_df_components.resample('24h').ffill()\n",
    "daily_df_components = daily_df_components.fillna(method='bfill')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading DJIA Dataset from Alpha Vantage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Download the all-time DJIA dataset\n",
    "\"\"\"\n",
    "from alpha_vantage.timeseries import TimeSeries\n",
    "\n",
    "# Update your Alpha Vantage API key here...\n",
    "ALPHA_VANTAGE_API_KEY = 'PZ2ISG9CYY379KLI'\n",
    "\n",
    "ts = TimeSeries(key=ALPHA_VANTAGE_API_KEY, output_format='pandas')\n",
    "df, meta_data = ts.get_daily_adjusted(symbol='^DJI', outputsize='full')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 4764 entries, 2000-01-03 to 2018-12-07\n",
      "Data columns (total 8 columns):\n",
      "1. open                 4764 non-null float64\n",
      "2. high                 4764 non-null float64\n",
      "3. low                  4764 non-null float64\n",
      "4. close                4764 non-null float64\n",
      "5. adjusted close       4764 non-null float64\n",
      "6. volume               4764 non-null float64\n",
      "7. dividend amount      4764 non-null float64\n",
      "8. split coefficient    4764 non-null float64\n",
      "dtypes: float64(8)\n",
      "memory usage: 316.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['2000-01-03', '2000-01-04', '2000-01-05', '2000-01-06', '2000-01-07',\n",
       "       '2000-01-10', '2000-01-11', '2000-01-12', '2000-01-13', '2000-01-14',\n",
       "       ...\n",
       "       '2018-11-23', '2018-11-26', '2018-11-27', '2018-11-28', '2018-11-29',\n",
       "       '2018-11-30', '2018-12-03', '2018-12-04', '2018-12-06', '2018-12-07'],\n",
       "      dtype='object', name='date', length=4764)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Prepare the dataframe\n",
    "df_dji = pd.DataFrame(df['5. adjusted close'])\n",
    "df_dji.columns = ['DJIA']\n",
    "df_dji.index = pd.to_datetime(df_dji.index)\n",
    "\n",
    "# Trim the new dataframe and resample\n",
    "djia_2017 = pd.DataFrame(df_dji.loc['2017-01-01':'2017-12-31'])\n",
    "djia_2017 = djia_2017.resample('24h').ffill()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Applying a Kernel Principal Component Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding Eigenvectors and Eigenvalues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import KernelPCA\n",
    "\n",
    "fn_z_score = lambda x: (x - x.mean()) / x.std()\n",
    "\n",
    "df_z_components = daily_df_components.apply(fn_z_score)\n",
    "fitted_pca = KernelPCA().fit(df_z_components)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (12,8)\n",
    "plt.plot(fitted_pca.lambdas_)\n",
    "plt.ylabel('eigenvalues')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn_weighted_avg = lambda x: x / x.sum()\n",
    "weighted_values = fn_weighted_avg(fitted_pca.lambdas_)[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.64863002 0.13966718 0.05558246 0.05461861 0.02313883]\n"
     ]
    }
   ],
   "source": [
    "print(weighted_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9216371041932268"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weighted_values.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reconstructing the Dow Index with PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NQ0RERMRLGlpcfLGnErexmwAWf1HA1PQoxiaGQ00RHNgC5/0PbHoR9m0c9g8GgmdaNeYCi4BNlmV1dI7zUyADwBjzKPAW9lJ0u7CXo/u6B+4rIiIiIifo4Q928dcPd3c59oerJtu/7Fxq/xxzPvgHw9s/Hna7BHan38HZGPMJ3fcwHz7GAN/p771ERERExDM2FtVwSmI4f/yyHZb9HA7GJYXbJ3ctg8gMiD8F4sbCyPkQnenFaocG7RwoIiIicpIyxrC7rJ7RCeFHHd9aWst52YlMTovq+qF2F+xZDhOusB8GtCyIGz2IVQ9dHnk4UERERESGnrc37+Pc+5ezobC6y/EDdS1UNrSSnRx+9IdK1kFLLYycNyg1+hIFZxEREREf5mp3s/CxlSzbuv+oc8+tsrfRWLO3qsvxrSUdG52kRB59wT0f2j9HnOXROk8GatUQERER8WGVDa2syKugoLKRM8bGEejnBGBfTTOf7CwDYFNxTZfPbO3YIXBcdzPOeR9B0iQIjR3Ywn2QZpxFREREfFhtcxsAxdVNPLOyoPP4K+uKcRsYmxjWbXBOiw4mIsi/68VaG6Hwc7Vp9EAzziIiIiI+rKbJDs6Rwf48sHQHy3Ltlo3c0lpyMqOZOzqOv7y/k4YWF6GBfp3nxieFQ00xGLd9ofZWyH3d/jlynhe+ydCn4CwiIiLiww4G518sGM+SDSU0troAGJMYzu3zR9PqcmOMPcs8MyuGxlYXe8ob+E3Mu/DAw0dfMDQBMk4bzK/gMxScRURERHzYweA8LSOKq2akHXV+f20zAJuKapiZFcPm4lqMgfGNqyB2NMz9nj3QckDCOEicBH4Bg1a/L1FwFhEREfFhNY2HWjW6kxgRRHx4IJs7+pzfy91PqNNFdNVGyLkJpi8atFp9nR4OFBEREfFhNU12a0ZED8EZYFJqJOsLqzHG8O7W/VyTWoHlalZLxnFScBYRERHxYTVNbYQGOPF39hzrzh+fSF55A498tJs95Q0siMy3Tyg4HxcFZxEREREfVtvc1mObxkFXz0hjVHwof3hnOwDjXVvt/uaw+MEo8aSh4CwiIiLiw2qa2npt0wDwczq4+6JsACanhBNUukqzzSdAwVlERETEh9U0tTHXsRmaqnsdd252AjfOyeK/prVBczVkzhmkCk8eCs4iIiIiPszVWM3PKn8Kz14DrtYex1mWxa++NIG5DcvA4Q9jzh/EKk8OWo5ORERExIcFNu7HgYHClbDkdsj+kn3CuKGmEFob4NRbISjCDtYbnoNxF0NonHcL90EKziIiIiI+LKil3O4hGHEmbHzefh2peA1cuxi2vwVNlTDta4Ne58lAwVlERETER7W1u4lwVUAAcMn9HQebDg2ISIEtr8BbP4IXFkHFLohIhVHzvVKvr1NwFhEREfFRtU1txFv2joCEJUBQ5NGDZt4MlXmw+h8QGA5n/Rc4nINb6ElCwVlERETER9U0tZFgVeNyBuEXGNH9IMuCC++xX9IvWlVDRERExEfVNLURb1XTFhRnB2QZUArOIiIiIj6qpqmNBKppD030dinDgoKziIiIiI86OONMWIK3SxkWFJxFREREfFRtR4+zIyLZ26UMC3o4UERERMRH1TU0EGU14IpM8nYpw4JmnEVERER8lLtuPwB+kZpxHgwKziIiIiK+qiM4E6aHAweDgrOIiIiIj3I2HrB/0cOBg0LBWURERMRHORsOBmf1OA8GBWcRERERH9TuNrhqS3FjQWi8t8sZFhScRURERHzQ7rJ6otqraA2IAacWShsMCs4iIiIiPmh9YTUJVhVWuPqbB4uCs4iIiIgP2pW3h7mOLQRk5Hi7lGFDwVlERETEB43a808CrTasOXd4u5RhQ8FZRERExMc011VxUeMb7IiZD/FjvV3OsKHgLCIiIuJj9q94lgirkappt3m7lGFFwVlERETExzQU59JkAsiaNNfbpQwrCs4iIiIiPsavrohiE0diRLC3SxlWFJxFREREfExoUzH7nYk4HJa3SxlWFJxFREREfExkyz6q/RO9Xcawo+AsIiIi4kta6glz11IblOLtSoYdBWcRERERX1JTCEBLaKqXCxl+PBKcLcv6h2VZByzL2tzD+XmWZdVYlrW+4/ULT9xXREREZNipLgDAFZ7m5UKGHz8PXedJ4CHg6V7GfGyMWeCh+4mIiIgMS22V+fgDjuhMb5cy7HhkxtkYsxyo9MS1RERERKRnLWX5tBg/gmOSvV3KsDOYPc6nWZa1wbKsty3LmjCI9xURERE5abRX7qXYxBEbFuTtUoYdT7VqHMtaINMYU29Z1sXAq8CY7gZalnULcAtARkbGIJUnIiIi4hus2qKO4Bzo7VKGnUGZcTbG1Bpj6jt+fwvwtywrroexjxljcowxOfHx8YNRnoiIiIjPCKgrosjEExsa4O1Shp1BCc6WZSVZlmV1/D6r474Vg3FvERERkSHPGChabf/sTUsdQa0VdnAOU3AebB5p1bAsazEwD4izLKsI+CXgD2CMeRS4Gvi2ZVkuoAm41phj/ZshIiIiMkzsfh/+dSVc/ghMvc4+ZgzkfwyNHesvuFrg4z8BsMUxhrDAweq4lYM88k/cGLPwGOcfwl6uTkRERESOVLzW/vnB/4MJV4J/EHz2F1h6xNYX4Sk8lnkfO/aNpOMv82UQ6Y8qIiIiIt62bwP4Bdu7An76v5CQDct+BeMvg7PuPjQuOosVz2wmNqzVa6UOZwrOIiIiIr1proHmWohKH7h77NsEYy+w7/XhPfaxuLFw2cMQGN5laGVDq/qbvUTBWURERKQn5bvs3uPaEjjjB3YbRUAIRHlwydzmGqjKh2mL4NRbYddSu795xFlHhWaA8vpWRiWEee7+0mcKziIiIiIHrX4CNr906P2+TeBwwriL4aN77RfATe9Cxqmeuee+zQC0xk8kIDAMJlzR41BjDBUNLcRpDWevGMydA0VERESGrrwP4Y3vQ/1+MG77lXEafGMpfOVpuPk9uPLv4PCDHe947r77NgIw718VbCyq7nVoY2s7zW1ureHsJZpxFhEREWkoh5dvsfuKb/kAAkKPHpOWY79WP24vH3fuLz1z732baAqIpaQ5ipfXFjM5LarHoY8tzwMgIybEM/eW46LgLCIiIrL2KXum+fqXuw3NVQ2tvLS2iPdyD3BWaQbfMi9gNVZCSEz/7126kdLgMVALb20q5ecLxuN0WDS1tvO35buparBX0KhsbOP1DSVcPSONCyYk9f++ctwUnEVERET2LIeECbjix7OvqrHz8L6aZp79ooA3NpbS6nIzJiGMd5uzuTXQ2K0dE6/s2/U//hM0VcP5/9P1eFM1lOWyI/IaAA7UtbAqv5LZI2O55+1cnl6xl6gQ/87h185M53dXTMLh0BrO3qDgLCIiIsObqwUKVtIy5Qau/utnbCqu6XI6NMDJV3LSuH52JuOSIpjzu2Ya20MJyfug++BsjP1yHPYo2bpn7DWaz/ghBB/WirFrGbhdLGufyqysGDYWV/PSmiKqG1t5esVevnH6CH6+YPwAfXE5XgrOIiIiMrwVrQJXM/fvSmRbeS0/vXgcUSH2w3fB/k7mj0vosr315Iw4VudP4swd79rrOwdFHLpWWzP86yoo/Bwi0+DK/4PE8VCZBxjY/jZMPWzD5e1vY0LiWFqbzmWjwokPD+TFNUW8uKaI0Qlh3HXBKYP0D0H6QsFZREREhrc9y3HjYPH+dB68fhoXTkzudfjUjCge3noeZ7j/H9bL34Rrn7WXrAN4+y7Y+wnk3ATrn4Utr3R8ytg/trxyKDi3t8HOpbSOuZia1W4yYkL4zvzRnDU2HoB54+IJ8ncOwBeWE6XgLCIiIsPbnuXsCRhLfHjCMUMzwNT0KH5vstk5/b8Zu+bX8L+TwS/AXr6uKt9uxzjnF1C2AwpWQNwY+4PZl8L2d6CpCoKj7XMtNZQkzgcgMzaUxIggvjJzAHcolH5RcBYREZGTlzH2rn8HZ3z9giA07tD5mmJM0Wrec13MGRPj+3TJSamROCx4I/ASfnBhCBSvPnRy8jVw1n/Zv2fMhk8esFtBAsJhzp2Q+zo8cjr4B9sB2hnIluDpwA4yY7XE3FCn4CwiIiInr4/vg/d/e9gBCy57GKZ91e5HfmERbkcAi9vO5Gej43q8zOFCA/0YmxjO+qIauOnWngdmnAbmPrs9I2myvQb03O9BdcGhMZlzyK+1f02PVnAe6hScRURE5OSV9xHEjoa5d9rv1/4T3vkJZJ0Oy34FxWtYMvZeCjanMHtUbJ8vOy0jmtc3lFDT1EZksH/3g9JnAha0NbLVncF/lu3k++f9+qhhe1/cQEJ4IMEB6mce6rTltoiIiJwUNhfX8Nam0kMH3O1Qsg5GzofpX7Nflz8CrmZ4eBZseRnO/RVPVk5kWnpUl5UzjuX62Rk0tLr464e7jjq3saiaXQfqICgSEicA8EF1Ak+tyMcYc9T4vZWNatPwEQrOIiIiclJ45KPd/PCFDbS7O8Jp2TZoreeHK/wZ+ZM3GfmTNxn3550UTPsR+IfAtc9SPvU2NhbXcPqYvrVpHDQhJZIrpqXyxKf57DpQR21zG7XNbTz60W4uf/hTrn1sJWV1LXafM/BFUwrVjW3kVzQeda2CikYyYrrZ4luGHLVqiIiIyEmhsLKRprZ29pTXMzohnOLNH5MKmNQcvjNqNACPLc/jKRbw87t+BA4Hr36chzFwyaRjr6ZxpB+dfwpvbCzl3PuXdzl+zrgEPtlVzg9f3MCT53wZc2A7K7enALCuoIoRcYdCcmFlI/tqm8lODj/xLy6DRsFZRERETgoFlfZs7paSWjJjQ9n0+XuEEsYvvraAqNBAANbsreKz3RXgcGCM4d9ripiSHsWYxOMPrilRwTx/y2zW7K3qPJYcGczFk5L41+cF/PzVzbwzczrjFjxHy/aPAFhXUM2V09M6xy/L3Q/AudmJJ/y9ZfAoOIuIiIjPq2tuo7qxDbB7nYP8nWQ259KaPI2EjtAMcNrIWP60dAdVDa0UVTWxbV8dv7184gnfd1pGNNMyoo86vnBmOv/z+lY2FFUTEWQ/PBga4GRdYVWXce/lHmB0QhhZcWrV8AXqcRYRERGfV1jZxBRrF1c5lrO5uJaPNu1hrKOI2FPmdBk3Z7S9csbKvApeWF1IgJ+DSyeneLweP6eDrLgQdh9ooKS6CYBzxyeSW1pHU2s7ALXNbazMq+Cc7ASP318GhoKziIiI+LyCyka+6fcmfwh4jOKSQhp2fIgTgzNjVpdxk9OiCAlw8n8f5/HsFwVcPjWFyJAelpPrp9EJYewuq6e4ugnLgosmJtHuNny8s4x9Nc28tbEUl9twnto0fIZaNURERMTnFVU1MsOqwImbeW0fM8exlZaQWAJHnNVlnL/TQU5WDMt3lDEiLpSfLxg/YDWNig/jP1v2k1/RQEJ4IDOzYrAsuOWfazrHxIYGdNvqIUOTgrOIiIj4vMLKRi6zygH4mnMpmdZ+3FNuBefRs8nnZiewJr+SR66fTnjQwMw2gz3j3O42rNhdQWp0MLFhgTz19VkUd7RuAIxPjsDpsAasBvEsBWcRERHxGbmltdz90kZa2+21mh0W/PD8sZRUVBNvVWNC4xndUGIPnnljt9dYNDuTq2ekERIwsDFoVHwYAAfqWpg5IgaAM8fGD+g9ZWCpx1lERER8xvIdZWwoqiE1Kpi06GD217bw52U7aaksBMCa/W0MFvWJORA/tttrWJY14KEZYGT8oZUyUqOCB/x+MvA04ywiIiI+o6CykegQf/5+Qw4AT3y6h1+/vpXTHQUQAKTNwvrSg4R1bHXtTSEBfqRGBVNc3URKZJC3yxEP0IyziIiI+IzCqiYyYkI63185LY1APwfJHf3NRKXD9EWQOt1LFXZ1cNY5RTPOJwUFZxEREfEZhZWNpB0WnCND/LlkcjKpVjkGCyJSvVjd0UYn2H3OCs4nBwVnERER8QntbkNRVWOXGWeAm08fyYSQWtxhSd2uouFNOZkxhAf6kREbcuzBMuSpx1lERER8wr7aZtrazVHBeXxKBONTWqA9w0uV9eziSUmck51AkL/T26WIB2jGWURERHxCQUUjwFHBGYCaQohMH+SKjs2yLIUZPGQ8AAAgAElEQVTmk4iCs4iIiPiEwio7OKdHHxGc3W6oKYbINC9UJcOJgrOIiIj4hMLKRpwOi+SoI5Z2q98P7jZ7RQ2RAaQeZxEREfEJBZWNpEf64Z//IbS32QeNG0rW2b9HDr0eZzm5KDiLiIiITyiobGRh0Er455+OPhkQDkNg0xM5uSk4i4iIiE8orGxiYuRe8A+FG14Hq+NEaAKEJ4NTsUYGlv4NExERkSHtvdz9PLViL+X1LWSEFUDCOEib4e2yZBjSw4EiIiIypP3p3R1sKa7ha6dlktK6B+KzvV2SDFMKziIiIjJkGWMoqGzk0ikp/ObcZJyNZZCg4CzeoeAsIiIiQ1ZlQyv1LS5705OyXPuggrN4iYKziIiIDFl7K+1NTzJjQ+CAgrN4l0eCs2VZ/7As64BlWZt7OG9ZlvUXy7J2WZa10bKs6Z64r4iIiJzcDm6z3RmcgyLtFTREvMBTM85PAhf2cv4iYEzH6xbgEQ/dV0RERE5iezuCc1p0R3BOGA+WdYxPiQwMjwRnY8xyoLKXIZcBTxvbSiDKsiz9cVFERER6tbeygXtDniHon5dA6QaIH+ftkmQYG6we51Sg8LD3RR3HRERERHoUWvo517jfhOoCaGuAjNneLkmGscHaAKW7v1Mx3Q60rFuw2znIyNCe8yIiIsOWu52vVj1ClX8C0bevBtMOAWHerkqGscGacS4C0g97nwaUdDfQGPOYMSbHGJMTHx8/KMWJiIjI0NOy9hnGsYcvRt0BASEQGK7+ZvGqwQrOS4CvdayuMRuoMcaUDtK9RURExNe4WnB8eC8b3CNpGXelt6sRATzUqmFZ1mJgHhBnWVYR8EvAH8AY8yjwFnAxsAtoBL7uifuKiIjISWrt0/jXF3Gf625+FBvq7WpEAA8FZ2PMwmOcN8B3PHEvEREROcm1NcPy+ygMn8rHZZN4SMFZhgjtHCgiIiJDy853oX4fv6m5iEsmpxAZ4u/tikSAwVtVQ0RERKRvtrxMvV8Uyxsn8M75p3i7GpFOmnEWERGRoaO1AbP9HV5ryeHLs7IYEac2DRk6FJxFRERk6Nj5LparidfbZ7NwlvZzkKFFrRoiIiLiPc018P7voLHcfl+6gVq/GHZYE8lOivBubSJHUHAWERER73n/t7Dq7xAzErC3FX6Cy5k1MgGHQ5udyNCi4CwiIiKDa9cy2PEujDrbDs0534BL7gOgsKKRB/74Ab8ZHevlIkWOpuAsIiIig8cYePfncGArfPE3CImF+T/tPP3ZbrtlY84oBWcZehScRUREZPCUboADW9mdfRujIgztI87i9e1NVDXuAeDNjaXEhwcyKj7My4WKHE3BWURERAaNWf8sbfhxxbqpPHLzOazMq+DB99d3GXPdqRlYlvqbZehRcBYREZHB4Wqldf3zLG2fgQmM4s7n1lHZ0MpV09P4+YLszmGRwdopUIYmreMsIiIig6J9+38IbK3m84gLefKmWVQ2tJIeE8KvL5tAVEhA50uzzTJUacZZREREBkX5p09gmSjOuPArzMiM5tlvziYtOpiwQMUR8Q2acRYREZGB11BOXMmHvG2dwdnjUwCYPTKWtOgQ79YlchwUnEVERGTAtW94ASftlI26Cj+n4of4Jv3diIiIiHhW4RdQW3zoff0BWj97hJ3uEUyefpr36hLpJwVnERER8YhfLdmC/9rH+RmPH3WuzRHFw+YW/ndMvBcqE/EMBWcRERHxiPYNL/ArHmdT2Fxei/kGAAbDB3vbyGsM5/zxSQQHOL1cpciJU3AWERGRfiura+GGthcoi8xm0h0vM8k/qPPct+tbePqzfC6YmOTFCkX6T8FZRERE+m3n7p3McZSQP2YR8YeFZoC4sEB+cP4pXqpMxHP0WKuIiIj0W/22DwCInXielysRGTgKziIiItJvoSUrqCOU8Kzp3i5FZMAoOIuIiEi/ZdWtYXfIFHDo4T85eSk4i4iISL/U799DqtlHbdJsb5ciMqAUnEVERKRfKle9AEDg2HneLURkgCk4i4iIyAlr3fURKavvZbl7EiOyZ3m7HJEBpeAsIiIiJ8RVX0HrM18lz53E3vkPkxAZ7O2SRAaUgrOIiIickIKPnyHM1JE7+48smj/F2+WIDDgFZxERETkhAbkvs8Odyrx5WrtZhgcFZxERETl+1QWk1a7ji7CziQwJ8HY1IoNCwVlERESOW+t6eyWNujFXerkSkcHj5+0CRERExPe0bHiZze7RTJw4yduliAwazTiLiIjI8WmuIbQql0/NFHIyY7xdjcigUXAWERGR41O0CgduquNnEBygLbZl+FCrhoiIiBwXs3cF7caBIy3H26WIDCoFZxERETkubfkr2GYySUlM8HYpIoNKrRoiIiLSd65WnCVrWO0+hay4UG9XIzKoFJxFRESk7/ZtxNnezCr3KWTFKjjL8KJWDREREelZUzW8eAPs22S/d7UAsI5TSIsO9mJhIoNPwVlERES611IHz1wNJeth6nXg9Afg3/mBBDWm4O/UX1zL8KLgLCIiIt175ydQvBa+8hRkX9p5+Im/fExmbKAXCxPxDv1RUURE5GTXXAOv3gaFq/r+maq9sGExzPpml9BsjGFvRSMj9GCgDEMeCc6WZV1oWdZ2y7J2WZZ1dzfnb7Qsq8yyrPUdr5s9cV8RERE5BmPgte/A+mdg8bVQXdC3z336v2A5YM4dXQ6X17dS3+IiKzZkAIoVGdr63aphWZYTeBg4DygCVlmWtcQYs/WIoc8bY27v7/1ERETkOHz+KOS+DrO+Zc8gP30ZjJwHgeGAZY8JjoLTvgvOjlhQWwrr/gVTvwqRqV0ul1/RAECmZpxlGPJEj/MsYJcxJg/AsqzngMuAI4OziIiIDKai1fDuz2kbfRFf3Xs5vznzdMZt/ANseQVaGzsGGWhvhfhsOOVC+9CGZ+1jc74LwN6KBnaX1QOwMq8SgBFaik6GIU8E51Sg8LD3RcCp3Yy7yrKsM4EdwPeNMYXdjBERERFPaKyEF2+EiGQejPg+X2wu557AJJ769iddx7la4b4xsOVlOzgbA+sXQ8YciB3FqvxKrv/757S43J0fCQv0I1VL0ckw5IngbHVzzBzx/nVgsTGmxbKsW4GngLO7vZhl3QLcApCRkeGB8kRERIah5fdBXSllX3mdR/9VSXiQH8t3llFQ0UjG4f3JfgH2w39bXoW2Zti/BSp2wpzvsn1fHd94chWpUcH84erJncvPJUQEaik6GZY88W99EZB+2Ps0oOTwAcaYCmNMS8fb/wNm9HQxY8xjxpgcY0xOfHy8B8oTEREZZlwtdj/zuAX8YZPdUvHk12fisCye/aKbhwMnXgmtdbBrqf05vyDM+Mv48UsbCfBz8tRNs8jJimFKehRT0qNIjtRsswxPngjOq4AxlmWNsCwrALgWWHL4AMuykg97+yUg1wP3FRERke5sewOaKika+WVeWlvEDadlMiMzhnPGJfD8qgKWbd2P233YXw5nnQkhsfDGD2DNEzDuEt7Z1cSGwmp+fMEppMdoBQ0R8ECrhjHGZVnW7cB/ACfwD2PMFsuyfgOsNsYsAe6wLOtLgAuoBG7s731FRESkB2ufhsgMfr05gdCAKm6bNxqAO88dw81Prebmp1d3GR4Z7M/yU28icuerMPkrtJ12B398LJcxCWFcOT21uzuIDEuWMUe2Iw8dOTk5ZvXq1cceKCIiMpytfBSW/YrOR4xczRRP/T5zV87krgtO4TvzR3cObWt3858t+9ix314lw+02/PXDXdx61ih+fOE4AJZsKOGOxev426IZXDAhaZC/jMjgsyxrjTEm51jjtOW2iIiIL3O7YeXDEJ0JYy+wjzkDebD0DKJCmrlp7oguw/2dDhZMTulybNu+Ol5YXcj3zh1LgJ+D51cVkBYdzHnZiYP1LUR8goKziIiILytcae8GeMXfYMq1ADS1trPkt0u5fFoqwQHOY17i+tkZLMvdz3+27GNqehSf7qrg++eOxeHobuEskeFLwVlERMSXbXgO/ENh3ILOQ+9t209jazuXHjGz3JMzx8STHhPM/y7bwaTUSCwLrs5JG6iKRXyWFmEUERHxVW1N9vrL478EgWGdh5esLyExIpBZI2L6dBmHw+LXX5pAVWMbr64v4cwx8aRGack5kSNpxllERMRXffoXaKlhc/wlPPDkqs7dxz7ZWc71szNxHkerxdnjEvnornn8e00RZ4yJG5h6RXycgrOIiIgvKvwCProXJl/Db7bEkVtSSVacvdnJpLRIvjr7+HffDQ/y5+tHPEwoIocoOIuIiPianUvhtdshMpUDZ/yWVfev4nvnjOXOc8d4uzKRk5p6nEVERHyFMfDOT+CZqyEoEq59ljd3NGAMXDJZ6y2LDDQFZxEREV/xwe9g5V9h1i1w68eQNIk3N5YyLimc0Qnh3q5O5KSn4CwiIuIL8j+B5X+E6V+Di/4AfoGUVDexem8Vl0xK9nZ1IsOCgrOIiIgvKN1o/zznV2DZq2U8+Vk+Dgsum5rqvbpEhhEFZxEREV9QvRcCwiHEXpu5qqGVf63cy6VTUsiIDfFycSLDg4KziIiIL6jKh+isztnmJz7Lp7G1ne/MH+3VskSGEwVnERHxXcZAdQEUrYYVD8OLN0L5rr59dtcy+Pu5UH9gQEv0mKp8iM60f21o5YlP93DBhETGJuqhQJHBonWcRUTEd739X/DF37oeS54Cp3+/989tfBFe/Ta426BkHYy9YOBq9ARjoGovjD4XgL+8v5OGFhc/PP8ULxcmMrwoOIuIiG/a+AJ88TfcU6/HkX0pJIyDf1wIZTt6/kzFbnjj+7DnI0iaBPs2QU3R4NTbVA2u5q7HnAGdPcu9qj8AriaIzmJPeQP/XLGXa2ZmaLZZZJApOIuIiG9Y8yR8eC9gADAN5eSHTuXaTV/i1flnkhwZDHFjoLyX4PzO3fYM8wX3QM7X4Z60gQ/OxsBnD8KyX4JxH31+0aswan7v16jea/+MyuSh93cR4Ofg++dpl0CRwabgLCIiQ58xmM8epN0RQGv6XAB2VBlu3n0G5bj42SubefyGHKy4U2Dj83ZY7XiI7vBrUPgFTLgcTrvNPhaRMvDB+d3/hhUPwbgFMPqcQ8fd7fDWj+wgf6zgXJUPQFNYGm9vLuCyqSkkhAcNXM0i0i0FZxERGfpKN2BV7OK/227muf1ndx5eMDmZqelR/PbNXF5ZV8yVcWOhpRbq90P4EVtQV+yG5mpIzTl0LDJ9YINz4Rd2aJ7xdbjkfnAc8Uz+R3+AyrxjX6fKnnFeVhpEY2s7X5qidZtFvEHBWUREhjyz8UVc+FGacj6/n5kNQHCAkwsnJuHncPDWplJ+92Yu5189ijCAsu1HB+fi1fbPtJmHjkWkQsHKASrawLJfQWgCnP/bo0MzQMyIztnkXlXlQ3gyr26qIDkyiFNH9KEvWkQ8TsvRiYjI0OZ207bxJT5sn8yVcydy7awMrp2VwWVTUwn0c+J0WPz28klUNbby6OaO/6x11+dctBoCwiD+sJUoItOgrsRum+iJqxXe/GHnrG+f7VwKez+Fs34MgWHdj4kZ2bcZ5+q9tEVk8NGOMr40JQWHwzr2Z0TE4xScRURk6Mp9A568hIDGUt4yczl7XEK3w8anRLBodiZ/XdtAu39Y98G5eDWkTAOH89CxyDRwu+zWjp6UrINVf4eVj/S97oZyeON7EDMKpt/Q87iYkVBbDG1NXY8bY68Osm+z/arYzX5nEi634cKJSd1fS0QGnIKziIgMTQ3l8MLXMHWlPOJ3PXWjFhAe5N/j8Nvmj8ZtLCqDM+1WjcO1NdsBNC2n6/HIdPtnb33O5R3X2vJK7zPTB7nb4aWb7fq//AT4BfQ8Nmak/fPwdg1XC/z76/DwTHh0rv2qK6EswK41PUbba4t4i3qcRURkaNr2Bph2Hoz/BfeXBnLf5LRehyeEBxLg52BfQAbxB9bA549BbUcgbqywNzs57MHA9YXV/Ovdcu4DqCmE9FndX/hgCK/fZ7dejDiz97o3Pg95H8Clf7Y3Y+lNzAj7Z+UeSMi2A/7iayDvQzjzLkiabJ93OPlkTwqWVUJ0SC9BXEQGlIKziIgMSa7Nr1JCEg9uCeSanHQWTE7udbxlWSRGBLLHSmdSw9vw9l3gDDy0LF14CmTOAaCoqpGbn1pNS70/9wVxjBnnHXbLRd0+2PxS78HZGFj5V0gY33uLxkHRB4Nznv3Z1++wQ/NlD8O067sM3b9tE9EhATjV3yziNQrOIiIy9DRW4shfzhuuS3j2m6cxM6tvq0gkRwTzijmfL12RA+kzD7VCdNi5v47F723lP1v2Ud3YiosQ2vzC8K8p7vmiZdshdQakToetr8F5/wNBEd2P3fuZvRvhpX8+eh3p7oTEQFCUHZw//bM9Wz3/Z0eFZoCK+lZiQzXbLOJNCs4iIjLkmG1v4DDtbI89m29nRvf5c4mRQWwsaoYp13R7/p63t/HJznJmZEbz8wXZ3PqvtdQHJRHd04xzWxNUF8DU62D0ebD5ZXj9Trjy/2DXMntd6MOt+xcER8Okr3Q5nFtayzeeXEVlY2uX44F+TlbEZhKS94F9n/GX2S0a3ahoaCVGwVnEqxScRURkyKlb+RTV7njmzj0Hqy8ztx2SIgJ5t6YZY0y3n9uxv44LJibx4MJptLsNlgXV/glE1xR2f8HynYCxl7BLmwFn/wze+43d69zTShxn/hgCDj3AZ4zht29upbGtnRtOy+o83tzWzlMr9rLfP4URpW9DSBxc8kCPM9UV9S2MS+phpltEBoWCs4iIDC17VxBxYDWPOL7OHVOPb4e8xIggWlxuapraiDriIbqm1naKq5v48gx7dQqnwyIq2J9SZwojyt+EpmoIjup6wYMPBsZ1rP089/tQugFqiuGSP0HihCMqsCAqs8uRD3eU8emuCn556Xi+PndE53FXu5unV+5ln18qIwAuuhdCY3v8bpWacRbxOgVnEREZUtwf/4lqwqnOXkhwgPPYHzhMcmQwAKU1zUcF591l9RgDYxIPbUYSHRrAR8HnM6f837D2aZh7R9cLlm8HywGxo+z3Dgd85ek+12OM4d63t5EVG8JXT+0aqP2cDmJDA/ggbAGnXTELJl7V43Vc7W6qGtuIDVNwFvEmreMsIiJDx75NOHYt5R9tF3LWhIzj/nhSZKB9mdrmo87tOlAPwOiEQ8E5NjSAje2ZkHk6fPEYtLu6fqhsu73yhV/gcdcCsHpvFdv21XHb/NEE+B39n9y4sEDymsPtnuxeWlKqGts66xUR79GMs4iIDB2fPECLI4TnuIAPx8Qf98cTI4IA2F/TfXB2OiyyYkM7j0WHBLC3ohEuug2eu87e7S+yY73oA1th+1uQfemJfRfguS8KCQv063EpvfjwQMrrW455nYoGe0xs2IkFeBHxDAVnEREZGirzYMsrvOJ3GdkjMwgLPP7/RCWE28G5tIfgnBkb0mXmNyY0gHWF1TD2QnuzknX/PPSB4Bg49VaYeyfVja1HtX4cS21zG29uKuHK6WmEBHT/XeLDA8krazjmtSrrWzvrFRHvUXAWERHvqcoHV8cSbZ88gNvhz5/qzuX2+YkndLkAPwdxYYHs76ZVY+eBOkbHh3U5FhMaQFVDK8ZyYN3y0dEXtCwO1DYz955lPLhwOhdOTOpzLa+uK6a5zc3CmT23nMSHB1JW39LjKiAHlTfY/4zi1OMs4lUKziIi4h0f/D/46N4uh7YmX0XZnmjOyU444csmRQYe1ePc1u5mb0UjF0zoGnxjQgNwuQ21zS4ig/27vV5eeQNt7Yb3t+3vc3DedaCOP7yznZzMaCam9ryEXHxYIK0ud6/3B6jsaOeICVWrhog3KTiLiMjg2/MxfPQHGH95Zw+xsRz89D/BzMyKJC065BgX6FlSRBBFVU1dju2taMDlNl1W1IBDrQ9VDa09BtfSGvtan++p7NP9a5vb+ObTawjyd/CXhdN6nUmOD7eDcFldS6/BuaKhFYcFUb2MEZGBp+AsIiKDq3IPvHyLvR32ZQ9DoB1mtxTXsLHsE353+vGt3XykpMggVuZVct3/rWRDob2zn8ttABgdH95lbHRHcK5oaCUrLpTuHOyX3lvRSEl1EylRwb3e/7kvCthT3sDzt8w+5tj4sEPB+fDVPo5UXm+v4exw9H0zGBHxPAVnEREZPCXr4Zmrob0NrnuuMzSD3RPs77S4ZFL3K1D0VVJEEPUtLjYX1/DlnHT8OsJmdGgAE1K6tk3EhByace5JafWhto/P91RwxbS0HscaY3hhdREzMqM5dWTPm5kc1DnjfIyVNSobWohVm4aI1yk4i4jI4HntdnAGwI1vsq4pgXv+toJWlxuwt8Oef0rCca9ecaTLpqZS39LOTXOzSOhYnq4nB1s1Kht7Cc41zYxNDGNfTTOf51X2GpzXFVaz60A99141qU+1HgzO5XW9B+eK+lZtfiIyBCg4i4jI4Giqhv2bYf5PaYoczZ1PLKextZ3xHbPAp46I4dvzRvX7NukxIdx90bg+je0Mzr3NONc0kRoVTEZMKCvzKgB7Zvnfa4ooOWw2OiYsgBW7ywn2d3LJ5JQ+3T8y2B9/p3XMlTUqG1o7/zmJiPcoOIuIyOAoXg0YSJ/F/Uu3U1DZyHO3zGZ2H1oaBkpIgJNAP0evrRr7apqZkh7FuKRwluXu5/UNJVQ2tPLLJVu6HX/1jLQ+r0FtWRbxYYGU1bVw+7PrqG9x8cj103E6LNYVVNPe0ZtdVtdCnDY/EfE6BWcRERkchV+A5eBAxEQe/+RzFs7K8GpoBju4xoQG9Djj3NzWTkVDK8kRQSyclcFr60u4+6WNtLkN80+J5+83zMQCDFBc1cT6omrmjDq+7xQfHsjq/EryKxoBuOEfX1BW19L5/qDUYzxoKCIDzyPB2bKsC4E/A07g78aY3x9xPhB4GpgBVADXGGPyPXFvERHxEYWfQ+IEPiloxm3g+tk9bwwymKJDeg7OBzdSSY4Kxt/p4KHrpnHxnz8m2OHgj1+egvOwVS4yYkPIiD3+ZfTiwwPZUFSDn8PirgtO4Z63tzEyLpSHr5ve2QPtdMCk1KgT+HYi4kn9Ds6WZTmBh4HzgCJglWVZS4wxWw8b9g2gyhgz2rKsa4F7gWv6e28REfER7nYoWg1TFrJidwVRIf5kJw2Nnt3YsIAeHw482MOcHBnU8TOYJbefjmXhsdaJg+H4/AmJfOusUVwwIYmUqOAuW4OLyNDgif9XzgJ2GWPyjDGtwHPAZUeMuQx4quP3fwPnWL2tCC8iIieXA1uhtR7ST+Wz3RXMHhE7ZNYk7m3GeV+tvfnJweAM9sOH/dmg5UgH13K+blYmAFlxoQrNIkOUJ/6fmQoUHva+qONYt2OMMS6gBvBuY5uIiPTfrvfgs4eOPa7wcwBKIiZTXN3EacfZBzyQMmNDKKpqoqap7ahzh2acB66/eMGUFL4zf9Rx90aLyODzRHDubsrAnMAYe6Bl3WJZ1mrLslaXlZX1uzgRERlAy++Dd38Ge5b3Pi7vI4hI45MDdgAdSsH5zLHxtLsNn+4qP+rcvppmokL8CQ5wDtj9xyaGc9cF44bMDLyI9MwTwbkISD/sfRpQ0tMYy7L8gEigsruLGWMeM8bkGGNy4uPjPVCeiIgMiNbGjiXmgLd+bO8G2B13O+z5CEbN47O8CuLCAhjTy/bSg21aehQRQX58sO3AUedKa5oGdLZZRHyLJ1bVWAWMsSxrBFAMXAtcd8SYJcANwArgauB9Y0y3M84iIjKEtbv4/+zdd3xddf3H8df33pu9d5vdke49aYFSOhhlU0QQEFEB/YkibkQRN4ooKqIgQ0T2BkFWgRZa6N5NZ5I2q9l7J/f8/jhJmtDMZt2m7+fjcR9Jzvmecz4nSdNPvvmcz5ecrRAzGbI2QlM9zP4SbP4XPHoujJgGrjar9c242k6oa8tg9NlsfKOE+aMiOl3oYyi4nA7OHBfF6v0F7RYhqW90sy+vgpTooCGOUEQ8RZ8TZ8uyGo0xtwBvY7eje9SyrN3GmF8AmyzLeg14BHjCGHMQe6b5qr5eV0REBlhjPbz6DajMa95gQd5uqC6yk+WAaDAOWP5LCImH/W/DnlftGWaAxhpIfQ2mfR4w5EcvILt0G18+Y9QQ3VDnFo+L4o0duezJLWdybAgAv/1fKpnFNdx54eQhjk5EPEW/9HG2LOtN4M3PbLuzzfu1wOf641oiIjJIUl+Dnc/ByBnHZpFHn213x9j6JIQl2/t8g2HR9+1XW4fXwWPnw9o/w8hpbCmwqwNnJnpeP+Kzxtulgd95djsjQnxpclt8fLCQG05PZvmkmCGOTkQ8hVYOFBGRjm16zE6Ob/wAHG0eiSnLgj/PgKIDsPBbnR+ftBAmXQp7XoHRZ7PlSCneTgeTYz2jf3Nb0UG+fGlhMlszSylt7q6xclY8t58/cYgjExFPosRZRESOl78XDn8My37ePmkGuyxj5rWw+THcSWfQ2OjuvO/w8l9ASQZMvYKtr5QwOS4YH9fAdajoi7suVkmGiHRNibOIiLRnWbDur1hOb768fRwH173fuisu1I/LZsZx2aLb8Q6I4he7o3n/1dW8dsvphPp7H3+usCS4eTX1jW52ZL3NtaclDeKNiIj0Ly1NJCIix9SUwFNXwrb/kDvm83yQaTE2KpC5SeHMSQonv7yOH764kz+uK6F+0e28tCOfI8XVfPe57bjdnTdL2nu0nLpGt0fWN4uI9JRmnEVE5Ji1f7ZXA1zxB54oOgOXI52/XTMLf2/7vwvLsrj5ic08tymTWYmhlNc2smxiDO+l5vHIx+ncuGh0h6fdcrgEgFmJYYN2KyIi/U0zziIicsyhDyDxNJh3I+vSipmZGNqaNAMYY7jmtCSKq+r52Wu7CfJx8bdrZrJ8Ugz3vL2PfUcrOjzt1sxSYoJ9GBni2+F+EZGTgRJnERGxVVoGHCEAACAASURBVBdD7nYYvZjy2gZ2ZpWyYPTxS2OfOTaSuFA/cstqWTYpBh+Xk99ePpUgXxe3PrOVJ9cfbn1lFlcDsOVICbMSwzxq4RMRkd5S4iwiIrb0NYAFoxezIa0YtwULxkQeN8zhMFw9LwGAFVNHAhAZ6MPdK6dxqKCSO17e1fr68cs7KaioI7O4RvXNInLSU42ziIjY0j4E7yCIncXaN/fh43J0muzecPoowgK8WTIhunXb8kkxbP7pcmrr7ZUD/776EE98cpgP9+UDMFP1zSJyklPiLCIy2CwLGmvBy2/gr1VbDjuehdk3gNMFhQfsvsotfIJg5HQ7lrQPYdSZbMws5/lNWZw2OgJfr457Lgf4uLhm/vGt5YJ9vQj29QLgsplxPLY2g/veO4DLYZgaFzIANygiMniUOIuIDLK61LdwvfBFHF99FxM7Y2Av9ub3Yccz9qIlY5fBw8ugtrT9GIeXnTjXlZM94Xq++MgGRob68ruV0/p06alxIcSF+pFdWsO0+JBOk3ARkZOFEmcRkUGWsfFNxrvrKXvlB4R8/W0YqAfm9r5pJ80Ah94H70A7aT73t5Awz95emQ+Z6+0Z8KARPFF4BhaFPHvTAqKCfPp0eWMM508ZwcMfp6sNnYgMC0qcRUQGmW/hDuotJyH56yH1dZh0cf9e4O074NMHwHJDzFQIiLB7M7t87dnlWdfZJRotJqxofXfnw58yPiaoz0lziwunx/Lwx+nMGxXeL+cTERlK6qohIjKY3G5iKvfxXNNiDpCA+907oamhd+fIWNv5Me4m2PYkxM6ExbfD1U/DuPOg+BBsfwaSFrRPmj9jb24F40d0vr+3ZiSE8s5tizh/yoh+O6eIyFBR4iwiMpiKDuJr1XDQewK/qb8KR0k6bPl3z4/P3wv/WmEnwR3J2gg1JTztuoS7yi/it+sqebY4xd5XlQ9jl3d66oKKOoqq6pkwIrgXN9S9cTFB6t8sIsOCEmcRkUHUmL0FgITJC9npN4+DvlNg9e+hvrpnJ8jZ0v7tZ+1/i0ac/P5gHC9uyeKxtRn8cE0tdQGx9v6Uczo99d6j5QBM6McZZxGR4USJs4jIIKpM30iN5U1Y4hQunB7HTyuvgMqj8Mg58O7P7FrkynyoKrJftWXtjm/K2QZAfdbWDs9v7X+bLUzgvNnj2HnXubz7nUWAISNmOURPgqjxncbWslx2f5ZqiIgMJ3o4UERkEFnZ29hjJZEcE8KEuHBWrBvHJ1N+zILqD+CT+2HtfccfNHIGzP8azLiamsNbCAQc+XugqRGqi6Ag1R5XW47J38PbDdeQEm0nv7Ghfjgdhtejv874a+7tsoNHam4FUUE+RAT2z4OBIiLDjRJnEZGBlLUJPrwbmuoBCC7azg73Ei6PDCTE34spccH8Mm8hb976Q6irhCOfQnHasePrymDXS/DK1yBpIT6Fuym0gol0l0Phfnj5Zji6o3W4hWGVexa/bp419nI6iAv1I6O4BpxeXYa6L69cZRoiIl1Q4iwiMlCqiuDZa8HdCOFjADjsP5kPa87iBn87ib1yTgJ3vrqbXdllTIkLgZRlx52mYdJKvO6fCWvuwaupmhebLuBm1xuw/Sk7aT7jttba5Vf2VpHxQT0pMYGtxydF+HOk2K6hfm5TJntyylv3Bfu6OG1MBLEhfuzPq+T6BcevBigiIjYlziIi/cnthscvgrIj4Btil1J8dRWMtFfh+9GDn+AOtFqHXzI9jt++uZevPr6J7507nrnJYYQHeLd2oTiQV8H3X8jkT6QwZduTGOC1poVc73oX3/UPgsMFC75p92oGNmzeSah/LlFtyi2SIvx5fXsuNfVN/PilnbicBh+XvYpfZV0jf3n/YOvYybFaFltEpDNKnEVE+tPO5+Hwx3Zdct4u3Of9jq31CTSmFQFwKL+SpROjW4eH+Hvx1I3zufPV3Xzv+e0dntLH5eAl6zSmeh2gHhf7rAT2WknMaDoA41e0Js1gJ9rjotu3f0sKD6CspoHV+wtodFs89MXZLJkQA0BFbQMbM4opqWogwMfFkgnRx11fRERsSpxFRPpLfTWs+jmVEVNIPedFZiWEcMszO/jfS+vaDftsn+SZiWG88o3T2ZhRTGZxNaXVxxY38fFyMG9UONfdV8RPvZ5kv5WIl5cPO5qSmeE6ANM+3zrWsiz251Vw0fTYdudPivAH4MUtWQDtlr8O8vVqTaJFRKRrSpxFRPrLln9DeTbfsG5k9YPrmRwbzO6ccm5dmsL85iWnnQ7DzDaJawunw3Da6AhOGx1x3D4AZ/BIXnVdzsayEBamRPDm/vlcGl9P8LjzWsfkV9RRXtt4XDu5pIgAAD7Ym09KdCCh/t79dcciIqcUJc4iIv0lfQ2lfomsLhnHylnxvLQ1i5sXjea25eP6fOqZiaHctutyAH4xPoo7905izbxrCEwrZ81+uwtHfkUtQGsruhaJ4faMc6PbYk7y8Um7iIj0jBJnEZH+YFlYWZtYWzues8dHce+V07nzokmE+HXdAq6nZiWG8b9dRwFYlBIFwOGiav61LoOy6gZ8XPZ6VkkR/kyOa18K4uftJCbYh7zyOuYkhfdLPCIipyIlziIivVFTAp88APWVx7ZNuQKCYjBVeaxvOI//O3ssQL8lzWDPOAME+bpIivAnPMCbFzdnUVBRx9++MIsLpo3s8vik8AA7cdaMs4jICVPiLCLSU4118PQX4Mgn4NNcDtFQDZnrYeG3ADgaOIW5yf0/qzslLgQvp2F0VCDGGBLC/NieVUaAt7Ndl47OTBwZRE5ZTWvZhoiI9J4SZxGRnnA3wStfhyPrYOUjMPUKe/snD8Dbt2Nt/Q/1eBE6etaAXN7Xy8lF02MZHWk/6JcQ7s/2rDLOmTwCXy9nt8f/8PwJfGtpSrs2dSIi0jtKnEVEuuNugldvgV0vwrK7jiXNANOuhHfvxBx8l93uscwaNXB9kP945YzW9xOaZ44vnhHb2fB2/L1d+HvrR76ISF/op6iISHfe/5W9vPXi26me903+8e5+ahuaADDAN5KXE5z2JtvcYzlr1OA8fHfe5BHkldVyxtjIQbmeiIgocRaRU11tOfz7EqgqPLZt5DRYcQ8Ex0J9FWx8GCZdCot/xFtbsvjLqgP4ejkwGOqb3BQGzOJe3mSf1yRuaC6lGGjTE0L54+dndD9QRET6jRJnETm17X4ZcrbYibGXP7gbIfV1eGABXPk4lB6BunKY/zUA1qcVE+zrYuud5+B0GDakF3Plg26yHT8hZPwi1RCLiAxjSpxF5NS2/WmIHAef+xe0JL1Fh+CZa+CZayEwGqImQuJpAGzIKGbeqHCcDnvsvFHhXD4znpe2Gn4yOmqIbkJERAaDY6gDEBEZMkWH7NZyM75wLGkGiBgD174A3gFQfAjmfBmMIb+8lvTCKuZ9po759hUTuWDqSM6f2nUvZREROblpxllETl3bn8YyDt5gEdmrD7VunpMcxuykeLjmebu+ecbVAKxPLwZg/qiIdqeJCvLhb9cMTBs6ERHxHEqcReTUlfo6FSMWcMt/jwJHWze7HIa/Xzub5ZOmwcV/ad2+Ib2YAG8nk2ODOziZiIgMdyrVEJFTU20ZFOxjExPxcTnYeMcy9vziXDb9ZBmT40L4vyc3sz6tqHX4wfwKVu8vYHZyOC6nfnSKiJyK9NNfRE5NOdsAi5fyRrBsYgxRQT74e7uIDPTh31+eR3SQL/e8vQ+A37+1l2V/XENuWQ2fn5MwtHGLiMiQUeIsIsNHY137fsxdyd4EwEfVicetvhfi58VXzxzFpsMlPLn+MP9YfYiLpsfyye1LuWCaHgAUETlVqcZZRIaP/34Htv0HYqZCaAczw+PPh5nX2R00sreQ7x2Pm1AWjz++jdyVcxK4770D3PHyLsL8vfjlJZMJ9fcehJsQERFPpRlnERkeGutgz6sQNxv8w6Ass/0rPxVe+ya8+g17bPZmtjaNZlFKFD4u53GnC/Bxcd1pSQB895zxSppFRKRvM87GmHDgWSAZyACutCyrpINxTcDO5g+PWJZ1cV+uK8NXbUMT6w4VsmRCzFCHIiebtA+hvgIW3w4py4/f73bDmt/Dh7+FilyoyOWThnMYFxPU6Sm/vngMoyIDuHRm3MDFLSIiJ42+zjj/CFhlWVYKsKr5447UWJY1o/mlpFk69dauo3z5X5vYk1M+1KHIySb1NfAJhlFndbzf4YDFP4Jld8Gh9wHY5h7D2OjATk8Z4ONi5ez41lUCRUTk1NbXxPkS4PHm9x8HLu3j+eQUV1hZB8Cu7LIhjkROKk2NsPdNGHceuLopqTj92zD7Buq9Qki1ErtMnEVERNrq68OBMZZl5QJYlpVrjInuZJyvMWYT0AjcbVnWK328rgxTJdX1AOzKKeNK1PZLeih9NdQU856Zzy/v+YCRIb4EeB//4+3KuQmcO3kEXPgnHnDeQOPH2SRH+g9BwCIicjLqNnE2xrwHjOhg1x29uE6iZVk5xpjRwPvGmJ2WZR3qaKAx5ibgJoDExMReXEKGg9LqBkAzztJL6x/ECoji7gMJNFoWjU0WeRW17YbkltaSmlvO0gnRuJwO9hY1khTu3+GDgSIiIh3pNnG2LGtZZ/uMMXnGmJHNs80jgfxOzpHT/DbNGPMhMBPoMHG2LOsh4CGAOXPmWN3egQwrLYlzam4FTW5LtaXSvfy9cOBtiud+j4MfNfKrSydwbXM3jLbe3n2Um5/YzHupeZw3ZSQHCyoZozINERHphb7WOL8GXN/8/vXAq58dYIwJM8b4NL8fCZwO7OnjdWWYKq2xSzVqGppIL6wc4mhkUDU1QFVR9+M+65P7weXHa17nA7B0YscVY8smxhAf5sdjazNoaHKTUVil+mYREemVvibOdwPLjTEHgOXNH2OMmWOMebh5zERgkzFmO/ABdo2zEmfpUGl1A3GhfgDsylZnjVPK+7+CP6TAf2+D6uKeHVOwH3Y8CzO+wBuH6pkSF8zIEL8OhzodhusXJLM+vZjnNmXS6LZIUeIsIiK90KfE2bKsIsuyllqWldL8trh5+ybLsr7a/P46y7KmWpY1vfntI/0RuAxPpdUNzE0Ow8flUJ3zSaaxyU1D86u6vpH1aUW8vj0Hy+pBxZXbDTueg8AY2Pw4vHtnz4557Zvg5U/x3G+z5UgJS7vp//35eQkkR/hzx8u7ADTjLCIivaIlt8WjlFbXExHow4SRwTy7MZPXd+RQ1+hu3T81LoR/f3kexqj2ub9YlkVRVT2RgT4nfI4XN2fxvRe20zZHDqGSsxzbcTd8hUvmjOn6BFkboCIHLn8YNj8GxWndX3TTI5D5KVz6D97PcuC27HKMrgT7evHczQu49pH1pBVUMSZKibOIiPScEmfxGPWNbqrqmwj18+K605J4eWsWsSF++HvbXQ9yy2p5Z08enxwqYuHYyCGOdvh4LzWfG/+9iV9eOoXrTkvCsqxe/WJiWRaPfJxOckQAK2fZK+wF1+Wycs8dBFSkk/nfF6k/egnehXtg6hUw+0vHn2T3K1hOH2pGLcNv//8wOVu7u6hd25y4EKZfxaontxAT7MOUuOBu440O9uX5ry0kraCSAB/9CBQRkZ7T/xriMVoeDAwN8OaK2fFcMTu+3f7ahiYW/HYV/1qXocS5H7U8hPnTV3bx+rYcdmaXccuSsXzj7LE9On5ndhnxeav4S+C/8N3YvLG+Grx8yV7wc+rWPohj82MQGguv3wqFB+wE2j8SjLGT4D2vkh56Gkt+vY67vGu4xisXL8uy93ckezOUZMCiH1DX5GbN/gIunhHX44Q/xM+LmYlhPRorIiLSQomzeIyy5lZ0oX5eHe739XJy1bxEHlx9iKySauLDtHBFfyioqMPb5eCyGXFsPlJCYrg/979/kM/NiSc6yLfT446W1eJ0GJ7ekMn/eb2Ot68/TLjA3unwgtnXExc1njuqlvDcxgyevWQBs3b9xp4p/uT+4873StA1jIoMoKw6Eq+mGqirAN9OZpB3vQhOb5h4IevTiqmqb2JZJ900RERE+osSZ/EYJc2Jc5h/50smX3taEg+uPsQ/Vh/iV5dO7fU1PjlUxKGCSq6el6ge0c0KKuqIDvLhd1dMAyC9sIrlf1zN/e8f5BeXTDlu/O6cMn7x+h7Wp9udL6Y6M/it10FY+Ds47WvHjf/Riol8uL+Q7724mze/eQ++c2+0a5hrjnXOqLG8+MeLgdx01khM6ggoBSrzOk6c3U2w6yVIOQd8Q1iVugtfLwen668QIiIywJQ4i8cobV5uO9S/4xlngLhQP764IJl/rcvg7PHRLO3mYbDPuuftvWw5Uspr23L489UzOm1ddiqpKi/iZsfrUDsbfEMYFRnA5+cm8J9PD7Mq1V7TyBj40sJkvrggmW89vZWymga+u3wcxsCULU/irvXFMf2qDs8f5OvF3Sunct0jG7jjld3cc8U0HDGT2o35ZG8e9e5NLBwTwdr05pnjilyITLHf3/gI7HvTfr+hBiqPwpSVuN0W76Xmc8bYSHy9tAKgiIgMLCXO4jFaVg3sKnEG+NH5E9iQXsx3n9/OO7ct6rKcoK0mt0VqbgXT40PYk1vO5Q+s499fnkdKTFCfYz+ZTSt+l+tq/wWPboCZ18Lmx7lj6rV4L1xKeU0jAEeKq/jVG6l8mlZEekEFrywrY1rO3+3ktuYQTPsc+IV2eo0zU6L49rIU7nvvAMF+Lu68cFK7euRPDhXh7XQwKymM1f4tiXPesROsuceeaQ5NsD8edx6MP5939hwlu7SGH5w3vr8/LSIiIsdR4iweo/XhwC5KNcCudb7vqhmc86c1vLI1m5sWddPqrFl6YSU1DU1ctyCZSSODuf6xDVx8/1oiAo9db3pCKNfMT2ThmFPnz/6htVk0Gheusix4+8fgH4H/h3fxsy8vgIS5gP1g5lUPfcp7qfk8HvU00z5+A4LjIXYGhCbC6d/u9jq3Lk2hvKaRR9emE+TrxXeWj2vdt+5QEbOSQvH1cuIOHGFvrMi135Zl2++f/3uYf3PrMW63xZ/ePcDoqAAumDqy/z4hIiIinVDiLB6jtLoBL6chwLv7P7mPiwli0shg3t6d15o455TWcOnf1lJa09A67syxkfz1CzPx93axO8deiXBKXDATRgTz4tcW8uCaQ9Q0NAHQ0GSxZn8Bb+zI5YWvLWBOcvgA3KVnqW90E9OUS1lQAhFffQkqCyB6Avz9DHj+S5CyHABf4PHZc3jTr5CzjrwBC26BZT8HZ89/hBhj+MkFE6mobeAvqw5QWFlHXKgfbrfFntxyvr3UTqS9/YOptnzwqziKAcjeZJ8gbk678/1v11H25VXw56tm4HL2dRFUERGR7ilxFo9RUt1AiJ93j1uKnTt5BPet2k9+RS3RQb78Y/Uhiqvq+coZozDGUFXXyJPrD3PDYxt57Ia57Mouw8flYGzzoheJEf78+rL2DxgezK9k2R9Xk1lSfUokzkVVdSSYfGoCx0D4aPsFcMWj8PLNsPcN++OmekJqH+NqgLjZsOyuXiXNLRwOw90rp9Hotnhq/ZHW7d5OB8sm2SUaQX7e5FmhJJTn2j+gsjbaHTRGtH9Q8T+fHmZUZAAXTovtdRwiIiInQomzeIyymvpu65vbOndKDH96bz/v7slj+cQYntmYycpZ8dy+YmLrmDnJYdz27Db+9O5+dueUM2FEUJezk9HB9up5hRX1J34jJ5GC8lrGmHwKQ5a235EwF7615djHbjfs/5/dzWLJT8DZ86/TZzkdhj99fga/WzmtdZvD0Pp1CfJ1kU8YceVH7Z1Zm2HENHAdW9mwrrGJLUdKuPa0JHVHERGRQaPEWTxGSVUDYb1InMfHBJEU4c+zGzNZva+AJrfF/53dvt75khlxfLivgCc+PYzL4eDiGV3PTgb5uPBxOSiorDuhezjZlBVkE2DqKIlI7nqgw2H3aG7p09wPvF0d/wIT5OtFvhVq1zU3NULuNph1fbsxO7LKqGt0M2/U8P+rgIiIeA4VBorHKK2xSzV6yhjDRdNi2ZFVxjt78rhhYTJJEQHHjbtlyVjqG91U1jUyJTak23NGBvpQWHFqJM51+YcA8I3p2SqBgyHI10W+FYazKh/y90BDNcS3r2/e0NxDeu4pUE4jIiKeQzPOMqSKKuu487Xd+Hs5Ka6qY0psJyvFdeLWZSlcPiuOqCAfgnw7nq0eExXIRdNjeXVbDpN7cP6oIJ9TZsbZXZwOQHBsyhBHckywr4s8KxRnYxXsf8veGDe73Zj16cWMiwkkPKDnv2iJiIj0lRJnGTTFVfU8/FEahwoqW7dtPlxKaXU9jW4L6L6H82d5OR2Mbn7Yryu3nz+RMVGBTInresYZIDLQh6yS6l7FcbLyKj+MG4N3xKihDqWVXaoRZn+w5h5IXABhya37G5vcbM4o5rJZcUMToIiInLKUOMugeHdPHt9+Zis1DU2kRAfR0jhj/IhAfnLBJJ7flMWja9O77eF8okaE+PKtpT2bVY0K8mFbZsmAxOFp/KuOUGgiiG7z4N1QC/RxkUdz4oyBi//KwYIqtmeWApBXUUtVfRPzR0UMXZAiInJKUuIsA66oso4fvLCdpIgA/nzVjA5X6rvjgokkhvtxzuQRQxBhe1GB3hRX1dPktoZ9x4aQ2hwKvGKJHupA2gjydXHEHY2FwZx9O0Sm8N37P2Z7VlnrGG+Xg/mjVd8sIiKDS4mzDLifv76HyrpG7uskaQa7RdmXTveMcoGoIB/clt3juKfLeZ+sohpz2B+8cKjDaCfA20WOieKfs1/jptPPxO222J9XyefnJPCNs+2HGIN8XYSpvllERAaZumrIgHpvTx6vbc/hlrNTGNdJ0txOVRF8dK/dhmyIRAaeIr2c6yqJsEqpCUwY6kjacTgMgT4ucqwIMIaj5bXUNDQxNT6ExAh/EiP8lTSLiMiQUOIsA6a8toGfvLKL8TFBfH3xmO4PAEh9FVb9AtJXD2xwXYgKshPn4d5Zozo/DYCmkOShDaQDwb5elNfaS6enFVQBdncUERGRoaTEWQbM79/aS35FLb+7Ylqni10cpyzbfnvg3YELrBstM84Fw7yXc3nOfgBckaOHOJLjBfm6qKi1/+rQ0oVlTNTxPbpFREQGkxJnGRBut8VLW7JZOSueGQmhPT+wvCVxfntgAuuBlhnnwhOcca5taOLVbdm4m1vseara5sVPAjxo8ZMWduLcMuNcSaCPq/XrIiIiMlSUOMuAOFxcTXV9E3OSw7of3FZL4lycBkWH+j+wD38Hj54P6Ws6HRLg48LPy3nCM87Pbszk1me2sXp/wYlGOSis4nTKLH/Co4a+k8lnBfl6tZlxrmJMVADGDO8OJyIi4vnUVUMGRGpuOQATR/ZuJUDKsiF2FuRsgQPvQMAXoL7NYiT+4XCiPYfdbtj4T6gqgMcvshfVGDkdXG06ZwSNgJEziAkM7tWMc3ZpDXUNTYyOCuTt3UcBeGNnLmdP8KRGb+25yjI4bMUwKtjzZnKDfF0czLcT57SCSuaPVs9mEREZekqcZUCk5pbjMPSsk0YLy7JnnMefD/WV8O6d8NaP2o8JSYQb34fAqN4HlbPVTpov/is01tkPIObtBndzBw/LDeW54G7g7JBfsa9ibo9PfcfLO9mVXcart5zB+vRivJyGt3cf5TeXTe2wvntXdhlRQT7EBA9duzv/qkx2mQSm+njej4GWUo3q+kZyympV3ywiIh7B8/7HlGEhNbec0VGB+Ho5e35QTQk01kJIPCz+Eex9A2KmgF9zuUdjLbz7M3j5ZrjmBXD0oNKoqgj2vAwTLrTrpo3Dft8/HObdePz4ijy4dxzjXbms7cWM84G8Sgor67n5iU00uS2+tWwcf3pvPx8fLGDJhJh2Y3NKa7jiH+tIjgjgzW+diWMoFllpaiS0Lpdi7/keWQLRUqrR0lGjJ8uqi4iIDDQlzjIgUnMrmJXUy/rmsiz7bXAsTLoEpqw8fozLB/57Gzx7Dcy+AVKW07p+d3Ux/O+H9qwy2DPImRugsQa2P2Mn3vHz7KS5M4HR4BNMoskjs7iGJz7J4IyUKJIj/DtNMGsbmsgpq8FhYFd2ObEhvnxt8Wge/jiNhz9KJ7esFgBfl5PzpozgD2/vo7bBzd6jFby+I4eFYyLZlV3GnOQwgny9evc5O1Hl2ThposI/fnCu10tBvi4a3RZ7cuySH7WiExERT6DEWfpdWXUD2aU1XHNaYu8ObHkwMLiLZG72DXY5xcZ/wr434czvwdKfQmM9PHsdZG2AkTOOjZ/2OYhIgXd/an+89M6uYzAGwkcx0RQwIsSXn766G7Bb1D3+5blMjg057pAjxdVYFty4aDQPrUnjnMkj8HE5uWRGLP/59AjrDhW1jv3dW3vJr6jj5kWjWXOgkN+8mUpdo5vS6ga8nIb4MH9a0vP6JjdFlfWE+nuxbGIM316WQkRgP9Ujl6Tb1whO7p/z9bOWXyDe35uPt8tBUoT/EEckIiKixFkGQOrRE30wsM2Mc2eMgSV3wKLvwxvfgY/+YM8k5++Bwx/D5f+EaVcef1zhPtj6Hxh3fvdxhI8mLHcH73/3LA4VVLEpo5hfv5HKY2sz+MPnph83PL3QLie4YOpIzh4fzcSRdl33Ly6ewreWpLSOSyus4pf/3YPDGL6xZCwLxkTwpcc2MiMhlG9cMZZNGcXkNM9OA7gchvAAb7JKqnlm4xEamtzcvXJal6EfyKsg1N+729ZtVnE6BjChSd1/PoZAsK/9o+mdPUe5cFps70p+REREBogSZzlhJVX17MopI7+8fS3wp2n2DOuk3ibO5TngcNnlEt1xecOFf7KP+eR+8I+Ac37VcdIMcMGfYNb1EDOp+3OHj4bU1zHuJsZGBzI2OpCtR0r5744cfnnJFPy82ydxGc2Jc3JkACF+x0otHA5DdJuH/6KDffnvN8+gvsmNj8vJ4vHRrPruWSSF++NysnFnawAAIABJREFUOlg+qX0tdFvfeW4bb+zM5a6LJ3eZRF7/6AZOGx3BHz8/o9MxAPWFaRjLiV9kL/8qMEiCmhNntwVXzfWsJcFFROTUpcRZeu2tXbk8+nEGGzKKOx0TH+ZHdG8XrCjPhqCR4Ojh7KLTC65+GkozIWLMsVrnjri8IWFez84bPtrutFGWCeGjALhsVhzPbsrknT1HuWRGXLvhGUVVhAd4t0uaO2OMwcd17P56Wru7clY8L23J5r3UPC6c1vGMvF1rXcuO7LL2O6qLYf/bcHgtNNQA4DiygSNWNFEhnlkC0VKqkRjuz2lqRSciIh5CibP0SmFlHV9/cgtJ4f7ctmwcc5LDiA/zw9A+aQ0P9O59t4aybAiO635cWy4fiOznle/Cm5egLk5rTZznJYcTF+rHk+uPEB1kzyK7nIYZCaGkF1YxKrJNuzTLso+NGNNvIZ02OoKRIb68tCW708S55SHEtIJKauqbjs2MP/k5yN4EfuGtHUoaLQevNS1kwRC2w+tKmL+dOF85J35ouo6IiIh0QImz9MrO7DIsC+5eOa3/ZgK3PAGVR6H0CCT0vHfygGmbOLMUsMsuVs6O5y+rDnD1Pz9tHXrbsnFkFFZz+tjIY8dvexJe/QZ88VUYvbhn13Q32d1A6quObavMsx+ArK/GmTCfy6dP5h8fH6Gosq7DhwRzSu3ZZLcF+/Iq7KXO3W67V/XsG+CCP7a28Pvfliz+/Nx2LvHQZazHRAVy/xdmsmxi5+UrIiIig02Js/TKzqwyjIHJsb2sX+5MyWH7Ib+mevvjyZf0z3n7IjAGvPyhOL3d5m+cPYYzxkbS5LYAeODDgzzycRrltY2MC7XsPtS+obDufvuAD34Do87quITk0AfgGwKxM+HDu+2HHFsWYmnL6W2vbLjpEb4w+Wv8zb2IPbnlnJly/AIw2SU1re/vySm3E+fybGisYVXpCJa26Xud11yXHu2hM87GmE5n1kVERIaKEmfplR1ZZYyODOi/fsPv/8pelOSCe+HjP0PS6f1z3r4wxp51Lk5rt9nH5WTeqGM9oH29HFz2wDoALs74JezYCWf9EApSIflMyPgIDq2Cscvanz9rE/xnJWDZ49JXw8SLYfRZ4N1mpUXvABi1yH77zDWMTH8BFws5lF/ZceJcWsMFzk8pdI1kd07zQ39FBwD4Z6oTx9781iXA88prCfRxEeiBqwaKiIh4Kv2vKb2yM7uUhWMiux/Ykfoq2PQoFO63P3Y3wc7n4IzbYO5X7ZenCB8FR3dBXQX4dLxs+MzEME4fG8Hag4VEFW2EujJ79jwg2n5o8YEFdm9pn+bZeZcPTL/avufgWDtp3v4UzPkyrLi365UQZ1+PY///WOG7k0MFHddO55RU8Xuvh8j0Gs3tuXbbvIb8/XgBh9wj+f4L2/nKGaMxBjakFxMd7JllGiIiIp5KibP0WF55LXnldUyNO34RkC411sHmf8Gae+w63sARx8oXEhfC6d/u91j7LGYKpL4OdydBQKSdPF/0F0huPyN++/kTefHdD3FllMGcr8CuF+H0W+3xl/4ddj5/bHB5Nqy+GzDwpf9C8hl2T+rguK47ggCMXQ6BMVxbv4b7CpZ1OKShKJ0AapnQsIey3HSa3AupztmLw/Lj8jNn8dzmLH731t7W8ZfOUCmEiIhIbyhxlh7bmWW3OZsW34vEOT8VnrrSfvAv6Qz4/JOQOH+AIuxHZ34PEubbLdyqCuya5Be/Al9f127J7ilxIUyZUQUZwLwb4fzf2W3yAEadab/aOroLqgvtpBkgpIdLXjtdMP1qZq/9K0V52R0OCSzd1/r+MvfHZBRdSnjhAQ5bI1g6aQTfO28CjU1W6xhfry5muEVEROQ4Spylx3Zkl+EwMKmnDwYWHoDHL7ZrmK99CcYs6X5m1VM4XTDmbPsFkLsd/rkUnr32WB22y8cus8jaaJdjRI7vutwCYMSUE49p0iU4197HuOotlNdeTHCbOnO32yK6+iCW01AXPp6LCj9hT045Z5emkWYlMy/MDy+nAy3AJyIicuKUOEuPbc8sJSU6CH/vHn7bPPdFwILrX4Oo8QMa24AbOR3O+y28/WM4vK55owVHd9gPEcbN6j5p7ocYGrwCWdC4h7SCKrtrRrPCqjpSOEy5fyIBs69j6rt3sOngRgJqcsmwFnKRh3bPEBEROZnob7XSI01uiy1HSpiVFNazAyryIH+PXb98sifNLebdCD8tgLtK7dfiH8OeV+3yi/gerkrYFw4n9XGnMd+RysH8yna7sktqmGCOUBs+Ede0z1GDL+em3oHBotQ/GacWEREREekzJc7SI/uOVlBR28i8UT1MnLM22G97usz1yWjhLfYS4VgQPzgLt/imLGaMI5e87PY9pvMKi0gy+ThGTIagGN6KuYnYxkwA6kJGD0psIiIiw12fEmdjzOeMMbuNMW5jzJwuxp1njNlnjDlojPlRX64pQ2PT4WIA5iSFdzOyWeYGe/GOkdMHMKoh5h0A5/7G7ooxSL8gOJsfNnRkfERGYVXrq+DQVhzGIiDR/nyXTrmeLe6xNFkGR1T/Lf0tIiJyKutrjfMu4HLgwc4GGGOcwN+A5UAWsNEY85plWXv6eG0ZRBvSixkZ4kt8mF/PDsjaaCfNrmHeK3jK5fZrsIyYSrUjkISC1Xzt3mOz/+c4NoEX+CfYifPEuDC+Vn8bUxzpzIjop6XRRURETnF9Spwty0oFe3ncLswDDlqWldY89hngEkCJ80nCsiw2ZhQzf1REd19rW2M9ZG/xrAVNhguHE8foRVx48E0udH7ablejTwiuEHvFwIkjg8knjPfdYVzY0192REREpEuD0VUjDshs83EWcBI08pUWWSU15JXXMTe5h/XNR3dCU93wrm8eQr6X/hmOXH3cdlfEmNbOHiF+XsSH+ZFVUkN8mP9ghygiIjIsdZs4G2PeA0Z0sOsOy7Je7cE1OpqitDrY1nK9m4CbABITE3twehlorfXNyc31zYfX2b2Zg0ZCxsd2O7a28nbZb5U4D4zAaJh0cbfDJo0Mbk6cNeMsIiLSH7pNnC3L6nh9357LAhLafBwP5HRxvYeAhwDmzJnTaYItg2ff0Uq8nIaU6ECoOAqPraDd7z7GwXG/H8XPg2At6TyUFoyJYMuRUmLUw1lERKRfDEapxkYgxRgzCsgGrgK+MAjXlX6SVlBJUkQALqfDXnoaC87/PWAg8TQYMfXkWRHwFHL9gmSunpeoHs4iIiL9pE+JszHmMuCvQBTwhjFmm2VZ5xpjYoGHLctaYVlWozHmFuBtwAk8alnW7j5HLoPmUEElY6ICmz94HwKiYO6NA79SnvSJw2HwdWiNbRERkf7S164aLwMvd7A9B1jR5uM3gTf7ci0ZGo1Nbo4UV7N80ghwuyHtAxi9WEmziIiInHKU/UiXMktqaGiyGBMVYD/0V1UAY5YMdVgiIiIig06Js3QpraASgNFRgXaZBsDos4cwIhEREZGhocRZupRWUAVgzzgfeBeiJ0HwyCGOSkRERGTwKXGWLqUVVhIe4E1oQwEcXguTLh3qkERERESGhBJn6dKhgipGRwbA7pcAC6ZeMdQhiYiIiAwJJc7SpbSCSkZHBcDO5yF2FkSMGeqQRERERIbEYCyAIieRd3Yf5c5Xd9Nk2SsDFlbWM8u/AHZth3N/O8TRiYiIiAwdJc7Szus7cqlpaGLFVPsBQC+nYYV3cwvuyZcNYWQiIiIiQ0uJs7Sz5XAJZ4yN5LeXTz228elfQ/gYddMQERGRU5pqnKXV0bJasktrmJUUdmyjZUHmekiYP3SBiYiIiHgAJc7SasuREgBmt02ci9OguggS5g1RVCIiIiKeQYmztNpyuAQfl4NJI4OPbczcYL/VjLOIiIic4pQ4S6vNR0qYFh+Ct6vNt0XmevAJhqgJQxeYiIiIiAdQ4iwA1DY0sSu7rH19M9gzzvFzwKFvFRERETm1qauGAJCaW05Dk8V5jo3wx5Vgue0dFbkw6eKhDU5ERETEAyhxFgD25JYDMCn9cbuTRspye4fDC2ZcM4SRiYiIiHgGJc4C2DPOk30L8Dm6CZb/Ak6/dahDEhEREfEoKlwVAPbklHND4HowDph65VCHIyIiIuJxlDgLbrfFvqNlLK3/AEYv1gqBIiIiIh1QqcZJwu22+MGLOyipqmf5pBgiAn1a902NC2FEiO8JndeyLI4UVzOuYT9hjlyY9vP+CllERERkWFHifJJ4cv1hXticRUSAN6v25rfbd8bYSP7z1d4vUPKXVQd4Y0cuXz1zFIud27CMA9PyUKCIiIiItKPE+SRwpKia37y5lzNTInn8hnmkFVZS22C3i/v7h4dYe6gQy7Iwxhx3bGl1PQ98eIi6hiYAjDFcNH0kof7e/GXVARrdFr96I5X/OLZhxc3F+IcP6r2JiIiInCyUOJ8E/v1JBr5WNQ+778PxxzTGRk8ErwAAflhazb21E8mvWERM8PHlGqtS83loTRrBvi4cDkNtQxNPrj/MqMgAfL2cnJkSycZd+5jqmw7j1HZOREREpDNKnE8C6QXl/MPvAXxytsDkS6EkA6qKABhZnsV3XLtJzb2tw8Q5p7QGgA13LMPXy0lZdQM3PbGJ9enF/HjFBD43O4E/HXoJLCDlnEG8KxEREZGTixLnk8Cso88xv2EjrPgDzLux3b6Gj+4nadUdfJy+D8ZHH3dsTlkNUQEufJ0G3G5CfJ38+yvzWHewiDMjq3Btf5CfjvgUd3k0jhHTBuuWRERERE46Spw9XJPbYmrNJvIDxhD9maQZwH/8Ulh1B47Da4Azj9vvk7eVdU3fgV80Hts24xrOXvwjePQCKM/GC2DeTdBBjbSIiIiI2JQ4e7jc0iqmmwMURJ7P8fPJQNQEyhxhjCha3+HxsaVb8KIRFv0AHC6oyIHN/4JdL4Jxwlffh7Bk0EOBIiIiIl1S4uzh8tN3E2+qKYif2/EAY8gKm8vkwg00NDbh5XK27rIsi6jadCq8IghacsexY+Lnwrs/g0vuh/jZA3wHIiIiIsODVg70cHUZ9kxy8NgFnY6pTziTaFNK9oFt7baX1TSQbGVTHjSm/QEzr4XvH4Tx5/d7vCIiIiLDlWace6CiMIv8bf9r/dgVGEnSvEvA0fx7R321XfowZSV4+/frtX3ytlBh+RGZPLXTMcGTlsC2n1K+5z2YeGwGObukmrEmm6KweccfpHpmERERkV5R4tydxjoqHzyPMQ2Z7TYfKbmTxPO/C431WM99EXPwXRoLD+E6565+vXxk6U72u8Yx2+nsdEzimElkWtH4ZH4M/LB1e1HuYSabGkpjJvZrTCIiIiKnIpVqdMCqKqL0npmUv3Y7tavvY2RDJk/E/ZRNl3zApxetYrV7OiM23gOZG6E5aT7ojsVa/3eoyOu/QOqriKtPIyeo89lmAC+ng1S/mcSXbQZ3U+v22tw9AATGT+q/mEREREROUUqcO1D45q8IrUojeMsD+H70G95qmsv087/KnJmzOG32HJ6L+Q5NbgseWQaHVvH+qO/ylYbvYZoaYNXPWxcn6SsrcwNO3FRGzuh2bGnMAgKsKtzZ26BgP+RsxRTsAyAkoevEW0RERES6p1KNzypOI2zPv3mq8Wz2WMlc7/Mhj/jeyHNxIa1DpkyeyvffuZF7ZuTjt+xHPPpSAYetQp5sXML1256EbU+Cw+v4c0+9Ai77R49Dqdn5Og7LC5JO73as77jFcBjKtr5E2P7nob6aGK+plBFESFCHjexEREREpBeUOH+G+92f02A52ZB0M2uOuvhP1XK+Pm8Mps3DdGdPiOJ3by1g0ahprAyNZ1vmAc5MieTnB64nYs7lXBhVADWl7U+cvwe2Pw0Lvwkxk7sPxLJw7n+TNe5pxI+I6nb4+DFj2ft2AuO3/M3e4HAxrX4de70nE6IHAUVERET6TIlzW5bFfv8ZPN8QyIWnz2JKURW/eiOVi6fHths2PiaIEcG+fLg/n+kJoVTWNXLZzDjKahr448EgXGOXEJ/s1+4Y56hSJmR8hPnoXrji0e5jyd2OT3Uu77gv4ocjg7sdPiYqgKeYwgQyyRx7Dbl1PszLfJQS/9G9+hSIiIiISMeUOLdlDPdXnMVan8n8cFwUSxzRLB4fzdjowM8MMyydGM0Lm7OIC7UT5JmJYfh5Ofn2s9v42n82d3j6P0es4JLdL0LsLIgaD2OXdd4Wbu8buHGw038BkYE+3YbucjrYGbmCNaVFfDv1bGqaHPzTaz3FsUt69zkQERERkQ4pcf6M6fGhTIoNxttlPzf52aS5xa1LU3hjZy7//Cid8ABvkiP8GRUZwJKJ0ezKLqOosr7d+DUHCvjlp0u4IOJjXO80r+J38V9h7HJ46kooTj822OUN9dXsck4kLi6hx7EHjprNF9dGkBzhzytfns+hgjNZnBzWu0+AiIiIiHRIifNn3LioZ6UN0cG+/OrSKdzy1FZmJoS21kD7uJzMTgo/bvz0hFCeWn+Ev059gdvOiIYXvwL/+yGEPgBlmTDzOjDNTU4aa2isKuae7ROZ2eahxO4smRDNe6l5/POLc0iM8Ccxon8XYxERERE5lSlx7oMLp8VytKyWafGh3Y6NCfbljJQoXtiWz63nTMZx2YPw99OhcD984TlIWdZu/I4jJXy0dR3XxnZf39zizJQoPvqBSjNEREREBoIS5z766pk9f/hu5aw4bn1mG2sOFLB4fCxc/zrUlnLv/ijSNmxpHTctPgR/b3ulwCm9mHEWERERkYGjxHkQnTNpBPFhftz6zDaeunE+k2OnkFtWw1/ff5+YYB+CfL2ob3Tzxs5cYoJ9CPP3IjbEd6jDFhERERH6uHKgMeZzxpjdxhi3MWZOF+MyjDE7jTHbjDGb+nLNk5mft5OnbzyNAG8n1z2ygbLqBjZllADwzy/O4b3vnMWH31vMsokx5JXXMTk2pF3/aBEREREZOn1dcnsXcDmwpgdjz7Ysa4ZlWZ0m2KeChHB//vqFmRRX1fP+vjw2Hy7Bz8vJxOZezQ6H4Y+fn86sxFDOmRwzxNGKiIiISIs+lWpYlpUKaFa0l2YmhBEV5MN7qfkcLqpiRkIoXs5jv8ME+3rx0v91v8y2iIiIiAyevs4495QFvGOM2WyMuWmQrumxHA7D0gnRfLg3n9TcCuao17KIiIiIx+s2cTbGvGeM2dXB65JeXOd0y7JmAecD3zDGLOriejcZYzYZYzYVFBT04hInl6UTY6iqb6LJbTE7SYmziIiIiKfrtlTDsqxl3Y3pwTlymt/mG2NeBubRSV20ZVkPAQ8BzJkzx+rrtT3VGWMj8XE5qG9yM0uJs4iIiIjHG/BSDWNMgDEmqOV94BzshwpPaX7eTpZNjGFGQijBvl5DHY6IiIiIdKNPDwcaYy4D/gpEAW8YY7ZZlnWuMSYWeNiyrBVADPBy8wOELuApy7Le6mPcw8K9V06n0T1sJ9VFREREhpW+dtV4GXi5g+05wIrm99OA6X25znDl6+Uc6hBEREREpIcGq6uGiIiIiMhJTYmziIiIiEgPKHEWEREREekBJc4iIiIiIj2gxFlEREREpAeUOIuIiIiI9IASZxERERGRHlDiLCIiIiLSA0qcRURERER6QImziIiIiEgPKHEWEREREekBJc4iIiIiIj2gxFlEREREpAeUOIuIiIiI9IASZxERERGRHlDiLCIiIiLSA0qcRURERER6wFiWNdQxdMoYUwHs+8zmEKCsh6fozdhIoKEX43t7/sEeHwkU9uP5T+bYB3p8T8a2vSdPiv1Exvfk6zNYsfTH+K7uZ6i/b3o7frh8n7WM7en3mifF3t34ju5pqL9vTmR8y314Sjz9ce7uvt886V67Gt/X7zFPHN+b/3d6e/6WseMtywrqdrRlWR77AjZ1sO2hXhzfm7GbejO+t+cf7PEdfe4G63PpabEP9PiejG17T54U+wmO7/br48GxHze+q/sZ6u+b3o4fLt9nLWN7+r3mSbF3N34w/18byPEt9+Ep8fTHubv7fvOke+1qfF+/xzx0fI//3znR75ueXuNkLNV4fYDGavzQnftkH+9JsQzG+IE896k03pNi8bTxnhSLp433pFg8bbwnxeJp4z0plhMZ31sD9rnx9FKNTZZlzRlu1xoMJ/P9nMyxd2Y43dNwuhcYXvcznO4Fht/9wPC5p+FyH20Nl3saLvfR1mDcU0+v4ekzzg8N02sNhpP5fk7m2DsznO5pON0LDK/7GU73AsPvfmD43NNwuY+2hss9DZf7aGsw7qlH1/DoGWcREREREU/h6TPOIiIiIiIeQYmziIiIiEgPnFKJszGmcqhj6C/GmCZjzLY2r+Quxi42xvx38KLrmjHGMsY80eZjlzGmwJNiPBHGmMua723CUMdyIobr16XFcPr3D93fjzHmQ2OMRz8gdLL/m+mIMeYOY8xuY8yO5p/N84c6phNljIk3xrxqjDlgjDlkjPmzMca7i/HfNsb4D2aMPdX8fXZvm4+/Z4y5awhDOmFt/v/fbYzZboz5jjFmWORzJ8PP6WHxiT5F1ViWNaPNK2OoA+qFKmCKMcav+ePlQHZvTmCMcfV7VH13NfAxcFVvDjLGOAcmnF7r89dFpJdO6N+MpzLGLAAuBGZZljUNWAZkDm1UJ8YYY4CXgFcsy0oBxgGBwK+7OOzbgEcmzkAdcLkxJnKoA+kHLf//T8b+Ob0C+NkQx3TKOOUSZ2NMoDFmlTFmizFmpzHmkubtycaYVGPMP5t/i3unTQJxUjDGOI0x9xhjNjbPdtzcZnewMeZlY8weY8w/POC30/8BFzS/fzXwdMsOY8w8Y8w6Y8zW5rfjm7d/yRjzvDHmdeCdwQ+5c8aYQOB04Cs0JwHNM/1rOvq8G2MqjTG/MMasBxYMXeTHOZGvy0fGmBltxq01xkwb1Kh76LN/fTHG3G+M+VLz+xnGmJ+3+dng8bOgXd2Pp+vi30xnX58Vxpi9xpiPjTF/8dC/hIwECi3LqgOwLKvQsqwcY8xsY8xqY8xmY8zbxpiR0PpXgfua/z3tMsbMG9Lo21sC1FqW9RiAZVlNwG3Al40xAcaYPzT/O9lhjPmmMeZbQCzwgTHmgyGMuzON2F0TbvvsDmNMUnNesKP5baIxJqT5Z0LLz2x/Y0ymMcZrsAPvimVZ+cBNwC3G1mkeYIz5QfPXbLsx5u6hi7prnp6nDXXyNBRqgcssy5oFnA3c2/ybNUAK8Lfm3+JKgZVDFGNP+JljZRovN2/7ClBmWdZcYC5wozFmVPO+ecB3ganAGODyQY+4vWeAq4wxvsA0YH2bfXuBRf/f3r0HW1WWcRz//hS8cBEvg6ZGXmZSx5xRYybSKPEyTc5owqQhUUqNllqZNXQZtaasUccxLfAOKeoYiakTOSSQyVijkwIqSDpqkJdiBMNApQj16Y/3PbE5nH3YnLP32msvfp9/2Ge9e6951lp7vTz7Xe8lIo4GfgBcXlN2DHB2RJxQWKSNGQs8GBHPA2skfThvr3feBwPPRMSoiPhT4dHW15frMh2YBCDpEGDniFhSWMTN9XquG24EJrc7mIqrd89sIX8fbwZOjojRwPCCYtxW84ARkp6XdIOk43KiNRU4PSJGAreyeavt4Ig4Frggl5XFh4BFtRsiYh3wMnAOcBBwdG5ZvysipgD/AI6PiOOLDrZB1wMTJQ3rtv064I6uYwGmRMRa4GnguPyeU4G5EbGxsGgbFBHLSfnc3tTJAySdTLrnRkXEkcBVbQt460qdp22PibOAyyUtAX4P7A/sk8tWRMRT+fUi4MDiw2tYbVeNcXnbJ4GzJD1FSnj2In3JAB6PiOW51WAmMLr4kDfJidWBpFbNOd2KhwH3SHoGuJZUgXeZHxFrCgly20wgJZ3kfyfk1/XO+7vAvcWGuHV9vC73AKfkBOFLwIxCgm2N+/K/Zb//q6DePdOTw4DlEbEi/z2zl/e2TUS8BYwktQCuBu4GvgIcAczPdfOlwPtrPjYzf/YR0pPB3QsNuj4BPc1XK+ATwE0R8Q5ASevkLeTE/w7gwm5FxwC/zK/vZFM9fTcwPr8+M/9dVl2JZb084CTgtohYD6W/ZqXO08rYT7TVJpJaK0ZGxEZJfwN2yWUbat73LtBRXTVIX7avR8TczTZKY9iyAizDBN6zgauBMaSbu8uPgYcjYpzSoMcFNWVvFxRbwyTtRXqseYSkAHYknd851D/v/8nJdBlt03WJiPWS5gOnAZ8Fyjwg7R02bzDYpVt5Vx3wLp1RP27teEqpl3tmNj0fj+gQ+b5eACyQtBT4KrAsIup1ySpj3QywjG6teZJ2A0YAyylPnNvqZ8Bi4LZe3tN1bLOBKyTtSfpB9IcWx9Ynkg4m1VmrqJ8HfIrOuWalztO2xxbnYcCqfDGOBw5od0BNNBc4v6sPlqRDJA3OZR/Jj2t2IP2CLkP3gFuByyJiabftw9g0KG1SoRH1zemkx3wHRMSBETECWEFqtSjjed+avlyX6cAU4ImSt2S8BBwuaef8uPbEdgfUT516PPXuGej5eJ4DDtam2YPGU0KSDpX0wZpNRwHPAsOVBg4iaaCk2qdo4/P20aRH7GsLC7h3DwGDJJ0F/x/E/FPSE6V5wHnKg7RzYgnwJjC0+FAbl+unWaQuDV0eZdMA1Ynkejo/QXgc+DnwQBkbOyQNB24Crou0ol29PGAeqX/6oLx9z3r7LIFS52md0KLSFPkG30Dqv/RbSQuBp0gVclVMJz22WJz7A60m9WkCeAy4ktTX9hHg/p52UKSIeJVUIXV3FXC7pG9R0l/43Uwgndta9wLnU8LzvjV9uS4RsUjSOnpvxWmbrvs/Il6RNAtYArwAPNneyPqmAsdT7575HCmp2ex4IuLfki4AHpT0OimZKaMhwNTc3eId4EVSt41bgCn5x8AAUqvnsvyZNyQ9CuxG6upUChERksYBN0j6PqmhbQ5wMaml7xBgiaSNwDRuo0TNAAAEnUlEQVRSP+FbgN9JWlnifs6QfgB8rebvC4FbJX2b9P/mF2vK7iZ1RxtTWHRbt2vuijGQ9D27E7gml/WYB0TEg0qDuBdK+i+brmVpdEqett0suS3pSGBaRJRp1LJVWO4iMzkiTml3LK0maT/S4+nDIuK9Noezhard/1U7nkZIGhIRb+Vk4HrghYi4tt1x9YekBaQ6YmG7YzFrt06p17aLrhqSziMNwLi03bGYVU1+lPtn4JKSJs2Vuv+rdjzb4NzcyraM9Cj35jbHY2ZN0kn12nbT4mxmZmZm1h+VbXGWNELSw0qTZS+T9I28fU9J85WWEJ0vaY+8/TBJj0naIGlyzX4O1eZLW6+TdFG7jsvMzMyskzUrR8tl38z7eEbSTKV531sXe1VbnJVWZto3IhZLGkqa728saTaANRFxpaTvAXtExHcl7U0auTkWeCMiru5hnzuSZhUYFREvFXUsZmZmZlXRrBxN0v6kWVAOz4OIZwFzImJGq2KvbItzRKyMiMX59ZukKYH2J801e3t+2+3kWSciYlVEPAH0tirQicBfnTSbmZmZ9U2Tc7QBpJlGBgCDSCtYtkxlE+daee7Po0kDmPaJiJWQLhxpicpGnUlJV6wyMzMz6zT9ydEi4u+kBbteBlaS5kKf18p4K584SxpCmh/0orzcZl/3sxPwadJ8jmZmZmbWD/3N0XIf6NOAg4D9gMGSPt/cKDdX6cQ5r5xzL3BXRNyXN7+W+9Z09bFZ1eDuTgYWR8RrzY/UzMzMbPvRpBztJGBFRKyOiI3AfcCxrYoZKpw450nyfwE8GxHX1BTNBs7Or88GftPgLifgbhpmZmZm/dLEHO1l4KOSBuV9nkjqL90yVZ5VYzTwR2Ap0LUow8WkPjSzgA+QTvgZEbFG0vuAhaRlT98D3iKN0lyX13Z/BTg4ItYWeyRmZmZm1dHkHO1HwHjS8uNPAudExIaWxV7VxNnMzMzMrJkq21XDzMzMzKyZnDibmZmZmTXAibOZmZmZWQOcOJuZmZmZNcCJs5mZmZlZA5w4m5l1IEk/lDS5l/Kxkg4vMiYzs6pz4mxmVk1jASfOZmZN5Hmczcw6hKRLgLNICzKtBhYBa4EvAzsBLwJfAI4CHshla4HP5F1cDwwH1gPnRsRzRcZvZtbpnDibmXUASSOBGcAoYACwGLgJuC0i/pnf8xPgtYiYKmkG8EBE/DqXPQScFxEvSBoFXBERJxR/JGZmnWtAuwMwM7OGfBy4PyLWA0ianbcfkRPm3YEhwNzuH5Q0BDgWuEdS1+adWx6xmVnFOHE2M+scPT0inAGMjYinJU0CxvTwnh2Af0XEUa0Lzcys+jw40MysMzwCjJO0q6ShwKl5+1BgpaSBwMSa97+Zy4iIdcAKSWcAKDmyuNDNzKrBfZzNzDpEzeDAl4BXgb8AbwPfyduWAkMjYpKkjwHTgA3A6cB7wI3AvsBA4FcRcVnhB2Fm1sGcOJuZmZmZNcBdNczMzMzMGuDE2czMzMysAU6czczMzMwa4MTZzMzMzKwBTpzNzMzMzBrgxNnMzMzMrAFOnM3MzMzMGuDE2czMzMysAf8D6lIdxmO/X2gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "kernel_pca = KernelPCA(n_components=5).fit(df_z_components)\n",
    "pca_5 = kernel_pca.transform(-daily_df_components)\n",
    "\n",
    "weights = fn_weighted_avg(kernel_pca.lambdas_)\n",
    "reconstructed_values = np.dot(pca_5, weights)\n",
    "\n",
    "# Combine DJIA and PCA index for comparison\n",
    "df_combined = djia_2017.copy()\n",
    "df_combined['pca_5'] = reconstructed_values\n",
    "df_combined = df_combined.apply(fn_z_score)\n",
    "df_combined.plot(figsize=(12, 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyzing a time series with trend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import quandl\n",
    "\n",
    "QUANDL_API_KEY = 'BCzkk3NDWt7H9yjzx-DY'  # Your Quandl key here\n",
    "quandl.ApiConfig.api_key = QUANDL_API_KEY\n",
    "\n",
    "df = quandl.get(\n",
    "    'CHRIS/CME_GC1', \n",
    "    column_index=6,\n",
    "    collapse='monthly',\n",
    "    start_date='2000-01-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Settle</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-31</th>\n",
       "      <td>283.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-02-29</th>\n",
       "      <td>294.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-03-31</th>\n",
       "      <td>278.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-04-30</th>\n",
       "      <td>274.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-05-31</th>\n",
       "      <td>271.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Settle\n",
       "Date              \n",
       "2000-01-31   283.2\n",
       "2000-02-29   294.2\n",
       "2000-03-31   278.4\n",
       "2000-04-30   274.7\n",
       "2000-05-31   271.7"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_settle = df['Settle'].resample('MS').ffill().dropna()\n",
    "\n",
    "df_rolling = df_settle.rolling(12)\n",
    "df_mean = df_rolling.mean()\n",
    "df_std = df_rolling.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(df_settle, label='Original')\n",
    "plt.plot(df_mean, label='Mean')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_std.plot(figsize=(12, 8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF statistic:  -1.4017828015895548\n",
      "p-value: 0.5814211232134314\n",
      "Critical value (1%): -3.461\n",
      "Critical value (5%): -2.875\n",
      "Critical value (10%): -2.574\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "result = adfuller(df_settle)\n",
    "print('ADF statistic: ',  result[0])\n",
    "print('p-value:', result[1])\n",
    "\n",
    "critical_values = result[4]\n",
    "for key, value in critical_values.items():\n",
    "    print('Critical value (%s): %.3f' % (key, value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Making a time series stationary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detrending"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "df_log = np.log(df_settle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_log_ma= df_log.rolling(2).mean()\n",
    "df_detrend = df_log - df_log_ma\n",
    "df_detrend.dropna(inplace=True)\n",
    "\n",
    "# Mean and standard deviation of detrended data\n",
    "df_detrend_rolling = df_detrend.rolling(12)\n",
    "df_detrend_ma = df_detrend_rolling.mean()\n",
    "df_detrend_std = df_detrend_rolling.std()\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(df_detrend, label='Detrended')\n",
    "plt.plot(df_detrend_ma, label='mean')\n",
    "plt.plot(df_detrend_std, label='std')\n",
    "plt.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF statistic:  -17.04239232215001\n",
      "p-value: 0.00000\n",
      "Critical value (1%): -3.460\n",
      "Critical value (5%): -2.874\n",
      "Critical value (10%): -2.574\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "result = adfuller(df_detrend)\n",
    "print('ADF statistic: ', result[0])\n",
    "print('p-value: %.5f' % result[1])\n",
    "\n",
    "critical_values = result[4]\n",
    "for key, value in critical_values.items():\n",
    "    print('Critical value (%s): %.3f' % (key, value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing trend by differencing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_log_diff = df_log.diff(periods=3).dropna()\n",
    "\n",
    "# Mean and standard deviation of differenced data\n",
    "df_diff_rolling = df_log_diff.rolling(12)\n",
    "df_diff_ma = df_diff_rolling.mean()\n",
    "df_diff_std = df_diff_rolling.std()\n",
    "\n",
    "# Plot the stationary data\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(df_log_diff, label='Differenced')\n",
    "plt.plot(df_diff_ma, label='mean')\n",
    "plt.plot(df_diff_std, label='std')\n",
    "plt.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF statistic: -2.931684356800213\n",
      "p-value: 0.04179\n",
      "Critical value (1%): -3.462\n",
      "Critical value (5%): -2.875\n",
      "Critical value (10%): -2.574\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "\n",
    "result = adfuller(df_log_diff)\n",
    "\n",
    "print('ADF statistic:', result[0])\n",
    "print('p-value: %.5f' % result[1])\n",
    "\n",
    "critical_values = result[4]\n",
    "for key, value in critical_values.items():\n",
    "    print('Critical value (%s): %.3f' % (key, value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seasonal Decomposing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "decompose_result = seasonal_decompose(df_log.dropna(), freq=12)\n",
    "\n",
    "df_trend = decompose_result.trend\n",
    "df_season = decompose_result.seasonal\n",
    "df_residual = decompose_result.resid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (12, 8)\n",
    "fig = decompose_result.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_log_diff = df_residual.diff().dropna()\n",
    "\n",
    "# Mean and standard deviation of differenced data\n",
    "df_diff_rolling = df_log_diff.rolling(12)\n",
    "df_diff_ma = df_diff_rolling.mean()\n",
    "df_diff_std = df_diff_rolling.std()\n",
    "\n",
    "# Plot the stationary data\n",
    "plt.figure(figsize=(12, 8))\n",
    "plt.plot(df_log_diff, label='Differenced')\n",
    "plt.plot(df_diff_ma, label='Mean')\n",
    "plt.plot(df_diff_std, label='Std')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF statistic: -6.468683205304995\n",
      "p-value: 0.00000\n",
      "Critical value (1%): -3.463\n",
      "Critical value (5%): -2.876\n",
      "Critical value (10%): -2.574\n"
     ]
    }
   ],
   "source": [
    "result = adfuller(df_residual.dropna())\n",
    "\n",
    "print('ADF statistic:',  result[0])\n",
    "print('p-value: %.5f' % result[1])\n",
    "\n",
    "critical_values = result[4]\n",
    "for key, value in critical_values.items():\n",
    "    print('Critical value (%s): %.3f' % (key, value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting and Predicting a Time Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding model parameters by grid search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools    \n",
    "import warnings\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "def arima_grid_search(dataframe, s):\n",
    "    p = d = q = range(2)\n",
    "    param_combinations = list(itertools.product(p, d, q))\n",
    "\n",
    "    lowest_aic, pdq, pdqs = None, None, None\n",
    "\n",
    "    total_iterations = 0\n",
    "    for order in param_combinations:    \n",
    "        for (p, q, d) in param_combinations:\n",
    "            seasonal_order = (p, q, d, s)\n",
    "            total_iterations += 1\n",
    "            try:\n",
    "                model = SARIMAX(df_settle, order=order, \n",
    "                    seasonal_order=seasonal_order, \n",
    "                    enforce_stationarity=False,\n",
    "                    enforce_invertibility=False,\n",
    "                    disp=False\n",
    "                )\n",
    "                model_result = model.fit(maxiter=200, disp=False)\n",
    "\n",
    "                if not lowest_aic or model_result.aic < lowest_aic:\n",
    "                    lowest_aic = model_result.aic\n",
    "                    pdq, pdqs = order, seasonal_order\n",
    "\n",
    "            except Exception as ex:\n",
    "                continue\n",
    "\n",
    "    return lowest_aic, pdq, pdqs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "lowest_aic, order, seasonal_order = arima_grid_search(df_settle, 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ARIMA(0, 1, 1)x(0, 1, 1, 12)\n",
      "Lowest AIC: 2190.343\n"
     ]
    }
   ],
   "source": [
    "print('ARIMA{}x{}'.format(order, seasonal_order))\n",
    "print('Lowest AIC: %.3f'%lowest_aic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting the SARIMAX model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SARIMAX(\n",
    "    df_settle,\n",
    "    order=order,\n",
    "    seasonal_order=seasonal_order,\n",
    "    enforce_stationarity=False,\n",
    "    enforce_invertibility=False,\n",
    "    disp=False\n",
    ")\n",
    "\n",
    "model_results = model.fit(maxiter=200, disp=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                 Statespace Model Results                                 \n",
      "==========================================================================================\n",
      "Dep. Variable:                             Settle   No. Observations:                  227\n",
      "Model:             SARIMAX(0, 1, 1)x(0, 1, 1, 12)   Log Likelihood               -1092.172\n",
      "Date:                            Sat, 08 Dec 2018   AIC                           2190.343\n",
      "Time:                                    23:22:12   BIC                           2200.238\n",
      "Sample:                                02-01-2000   HQIC                          2194.348\n",
      "                                     - 12-01-2018                                         \n",
      "Covariance Type:                              opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ma.L1         -0.1715      0.042     -4.095      0.000      -0.254      -0.089\n",
      "ma.S.L12      -1.0000      0.067    -14.945      0.000      -1.131      -0.869\n",
      "sigma2      2840.4065   2.36e-05   1.21e+08      0.000    2840.406    2840.407\n",
      "===================================================================================\n",
      "Ljung-Box (Q):                       68.22   Jarque-Bera (JB):                54.16\n",
      "Prob(Q):                              0.00   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               6.16   Skew:                            -0.35\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         5.45\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "print(model_results.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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kO/AIcI6IPJi5kjHm18aYE40xJ06adFCVaFVGKW9ua+JfH1mNMabYoSiKoox94l2w6RlIJoodyajkYBbSLoM9BkUT08aYbxljphtjZgOXAi8ZYz5frHgUpVAs23KAJ9bsIZa0ih2KoijK2CbeBY98Fh65DF7492JHowyAysrK1N/PPPMMc+fOZefOndx0001MmzaNhQsXMnfuXP7hH/6BDRs2pNY966yzmDdvHgsXLmThwoVccsklxQgfKL5nWlHGHJF4EgBNTCuKogwhrpDe+jLMPAVe/wVM/xAc84liR6YMgBdffJHrrruOxYsXM3PmTACuv/56vvGNbwDw6KOPcs4557Bu3Tpcp8JDDz3EiSeeWLSYXUZCaTyMMUuMMR8rdhyKUghcMW2pmlZGESJygYi8KyJbROTGLMuvEpEGEVnj/PxzMeJUFCBdSF/8C7jiCVtIP3ENNLxX7OiUfrJ06VK++MUv8vTTTzNnzpys63zmM5/hIx/5CA8//PAwR9c7mplWlALTFXPFdJEDUZQ+IiJ+4E7gfGAXsEJE/mKM2ZCx6qPGmGuHPUBF8ZIppI93HKL/eB/8zxnw6Ofhiy9BaWX+dpR0/noj7FtX2DanHgsX3pJ3lWg0ysUXX8ySJUs46qij8q77wQ9+kE2bNqVef+5zn6OsrAyA888/n5/85CeDj3kAjIjMtKKMJbo0M62MPk4Cthhj3jfGxLAHhV9c5JgUpSe5hDTAuGlwyd3QuBme/Kp67UYJwWCQU045hbvvvrvXdTMH9j/00EOsWbOGNWvWFE1Ig2amFaXgpGwemppWRg/TgDrP613AyVnW+5SInAG8B1xvjKnLXEFErgauBlK+R0UpCPmEtMvhZ8E5/wYv3gzTT4JFXx7uKEcvvWSQhwqfz8djjz3Geeedxw9/+EO+/e1v51x39erVI8IjnYlmphWlwHRnposciKL0nWx1oTI/wU8Cs40xxwEvAPdla0jLmSpDxtL/zi+kXU69Hub9PSz+DuxcPnzxKQOmvLycp556ioceeihnhvqPf/wjixcv5rLLLhvm6HpHM9OKUmC6PdOqppVRwy5ghuf1dGCPdwVjTKPn5W+AHw1DXIpiY1mw5ndwxHn5hTSAzwef+BX8+iz4/ZXwpaVQqTd2I52amhqeffZZzjjjDCZOnAjAbbfdxoMPPkhHRwcLFizgpZdewnuT7vVMT5w4kRdeeKEosauYVpQCE4nb9aVVTCujiBXAXBE5DNiNXfv/s94VROQQY8xe5+VFwMbhDVE5qNmxDNp2wfnf79v6ZePhMw/A/5wJy++Cc787tPEpAyYcDqf+njFjBtu2bQPg4osv5qabbsq53ZIlS4Y4sr6jNg9FKTBaZ1oZbRhjEsC1wHPYIvkxY8x6EblZRC5yVvuqiKwXkbeBrwJXFSda5aDk7UehpAqO+mjft5l6LMxcBO89O3RxKQqamVaUgqPVPJTRiDHmGeCZjPe+5/n7W8C3hjsuRSHWCRv+bE/GEizr37ZHXgDPfxdadsJ4HRCrDA0qphWlwOgAREVRlHRm3/j0gLe9yPcat5eEuXT5bN54ve/tbL/lozDvQltMv/ccnPTFAcegKPlQm4eiFJjUAERV04qiKIPmH/xL2WUmstzKP6FHVibOhdoj4N2/Fj4wRXFQMa0oBcSyDNGEDkBUFEUpBJNo4XTfWv6cPBUzUMly5AWwfSlE2wsbnKI4qJhWlALiCmlQm4eiKMpgucj/Kn4xPJ48beCNzLsQkjHY+lLhAlMUDyqmFaWAuH5p0My0oijKYPmUfxlrrMPZaqYNvJEZiyA0Ht7Vqh7K0KBiWlEKiFdMGxXTiqIoA+Yo2cl83w7+lDx9cA35AzD3fNj8HFjJ3tdXhhUR4YYbbki9vvXWW9PqS//sZz/j/vvvB6CpqYnzzz+fuXPncv7559Pc3NyjvcbGRs4++2wqKyu59tpr05add955WbcZLCqmFaWAuIMPQW0eiqIog+GT/qXEjZ8nkx8efGNHXgCdjbBr5eDbUgpKaWkpf/rTnzhw4ECPZYlEgnvuuYfPftaeQ+qWW27h3HPPZfPmzZx77rnccsstPbYJhUL8x3/8B7feemuPZZdffjm//OUvC74PRSuNJyIh4BWg1InjD8aYfy9WPIpSCCJq81AURRk0Piw+4X+VJdZCmqkefINHnAe+ALz3V5h58uDbG4P86M0fsalpU0HbPKrmKL550jfzrhMIBLj66qu57bbb+MEPfpC27KWXXuKDH/wggYAtV5944onUzIdXXnklZ511Fj/60Y/StqmoqOC0005jy5YtPfq66KKLOP300/nOd74ziL3qSTEz01HgHGPMB4CFwAUisqiI8SjKoPHaPJKamlYURRkQp/reYYq08MfBWjxcysbDrFPUNz1Cueaaa3jooYdobW1Ne//VV1/lhBNOSL3ev38/hxxyCACHHHII9fX1/epnwoQJRKNRGhsbBx+0h6Jlpo1tKHUnZA86P6o+lFFNJM0zXcRAFEVRRjH/4F9KqynnJev4wjV65IXw3LegaRvUHFa4dscIvWWQh5Lq6mquuOIKbr/9dsrKume53Lt3L0cffXRB+5o8eTJ79uyhtra2YG0W1TMtIn4RWQPUA88bY5YXMx5FGSzpnmlV04qiKP2lgi7+zreSp5IfJkawcA3Pu8D+/Z5mp0ciX/va17j77rvp6OhIvVdWVkYkEkm9njJlCnv37gVsoT158uR+9xOJRNIEeyEoqpg2xiSNMQuB6cBJIrIgcx0RuVpEVorIyoaGhuEPUlH6QXppvCIGoiiKMkq5wLeCconyp8HUls5GzeEwcZ7OhjhCqamp4dOf/jR333136r2jjz46zft80UUXcd999wFw3333cfHFFwPw5ptvcsUVV/TahzGGffv2MXv27ILGPiKqeRhjWoAlwAVZlv3aGHOiMebESZMmDXtsitIfdACioijK4Pi4/3V2WpNYZY4sfOPzLoAdr0Kktfd1lWHnhhtuSKvqceGFF/LKK6+kXt944408//zzzJ07l+eff54bb7wRgJ07d6Zlm2fPns3Xv/517r33XqZPn86GDRsAWLVqFYsWLUoNaCwUxazmMQmIG2NaRKQMOA/4US+bKcqIxmvz0DrTiqIo/aOUGIt8G3g4eS4ghe/gyAvh1Z/DlhdhwT8Uvn2l34TD4dTfU6ZMobOzM/V61qxZ1NbWsnnzZubOnUttbS0vvvhijzaWL1/ONddck3q9ffv2rH098MADfOUrXylc8A7FzEwfArwsImuBFdie6aeKGI+iDJquePd04kkrz4qKoihKD072bSQkcf5mfWBoOphxEpTVqG96FHHLLbekfNK5+MlPfsJxxx3Xa1sLFizg3HPPLVRoKYpZzWMtUMBhuopSfNTmoSiKMnDO9K0lYoK8YRW2gkMKnx+O/DtbTCcT9uyIyohm3rx5zJs3ryBtffGLXyxIO5mMCM+0oowVVEwriqIMnDN9b7PcOpooJUPXyZEXQFcz1GkBMaUwqJhWlALSpXWmFUVRBsQ0GjjCt4dXrN4f1w+KOeeAL2jPhqgoBUDFtKIUEK0zrSiKMjDO8K8FYMlQ+aVdQtUw42TYvmxo+1EOGlRMK0oB0TrTiqIoA+NM31p2mYlsNYcOfWczT4a9ayHW0fu6ypBSWVmZ9vree+/l2muvBeCuu+7i/vvvz7ntkiVLeO2114Y0vr6gzntFKSDqmVYURek/ARKc6nuHJ5OLGJKSeJnMWAQmCbtXwWFnDH1/o4TZNz5d0Pa23/LRQW3/5S9/Oe/yJUuWUFlZySmnnDKofgaLZqYVpYBE4hZBv30hsDQ1rSiK0ieOly1USdfQlcTLZMaH7N87dRDiSOamm27i1ltvBeD2229n/vz5HHfccVx66aVs376du+66i9tuu42FCxeydOnSosWpmWlFKSBd8STlJQFau+Jq81AURekjZ/rfJmF8vGYtGJ4OyybA5PlQ98bw9KfkpKuri4ULF6ZeNzU1cdFFF/VY75ZbbmHbtm2UlpbS0tLC+PHj+fKXv0xlZSXf+MY3hjPkHmhmWlEKSFcsSUWJH1Cbh6IoSl850/c2q8yRtFM+fJ3OOBnqVoCV7H1dZcgoKytjzZo1qZ+bb74563rHHXccn/vc53jwwQcLPh34YFExrSgFJBJPUl5qf8l1OnFFUZTeqaWVY33beSU5xCXxMpm5CKKtUL9xePtVBsTTTz/NNddcw6pVqzjhhBNIJBLFDimFimlFKSBdcW9mOvs67zeEqWvqHMaoFEVRRi6n+9YB8Lehri+dyYyT7d9q9RjxWJZFXV0dZ599Nj/+8Y9paWkhHA5TVVVFe3t7scNTMa0ohcT1TENum8eNf1zHfz69YTjDUhRFGbGc6X+bA6aa9Wb28HY8YTZUTtFBiKOAZDLJ5z//eY499liOP/54rr/+esaPH8/HP/5xHn/8cR2AqCiF5n+Xvs+z7+zjD/8y/KVyIvEkFaX5M9MdsQTBwDCUflKUfiAiFwA/B/zA/xpjbsmx3iXA74EPGWNWDmOIyhhEsDjdt46l1rGY4c7viTi+ac1Muwy2lN1ACIfDaa+vuuoqrrrqKsCu5uGybFnPSXaOPPJI1q5dO5Th9QnNTCtjjnf3tbO5Ptz7igXGsgyRuEWF45nOVRovaRniCfVTKyMHEfEDdwIXAvOBy0Rkfpb1qoCvAprKUwrCMbKdidLG35LDVBIvk5mLoGUntO0pTv/KmEDFtDLm6IwlSSStYe83mrD7LAvmr+ZhGUPcGv74FCUPJwFbjDHvG2NiwCPAxVnW+w/gx0BkOINTxi5n+uys4lLr2OIEMHOR/XunZqeVgaNiWhlzdMQSJIahyPPWhjCrdjSnXsccAR8K5rd5JC1DvAhiX1HyMA2o87ze5byXQkSOB2YYY54azsCUsc0Z/rWstQ6jkXHFCWDqcRAshzp92KIMnKJ5pkVkBnA/MBWwgF8bY35erHiUsUNnLElyGMT0bc+/x7v72nn+62cCpLLhpQH7HjV3ZhoSSbV5KCOKbCb+1IdURHzAbcBVvTYkcjVwNcDMmTMLFJ4yFqmikxPkPe5Kfrz3lf0dlE5aTKBqPZ6PZjcmSKzxNOLNH8a2/fcRfxCmnXBQZ6aNMYgc3ON4BlvKtpiZ6QRwgzHmaGARcE02j56i9JdOJzM91HWe2yIJOmPdxf7jjkB2xXSu/i1jUllsJT+X/foNHnhjR7HDOBjYBczwvJ4OeE2kVcACYImIbMc+Z/9FRE7MbMgY82tjzInGmBMnTZo0hCEro51TfO8QEKsXv7RFcPwbVB7+3wTHryDZMYdE27E9fqxYDaGpT1F+2O34y7f2L5AZJ8O+dRAd/rE2xSYUCtHY2HhQz4tgjKGxsZFQKDTgNoqWmTbG7AX2On+3i8hG7MeKWjNMGRSuwE1ahoB/6O62u2KJlE8aSFk3SlKZ6ezbJS2jsyP2kdV1zcyeOIwzoh28rADmishhwG7gUuCz7kJjTCsw0X0tIkuAb2g1D2UwnOl7mzZTxmpzRNblvrIdhKY+gT+0h0THYUT3X4wVnZqjNUOgcgOlU56kfNZviLd+gH0dJzC1Itf6HmYuApOE3avg8DMHvkOjkOnTp7Nr1y4aGhqKHUpRCYVCTJ8+fcDbj4jSeCIyGzgeHSGuFIDOqC2mE5Yh0I+nff2lI5oklujOTMdSNo9eBiBaJttDSiUDtzqKN/uvDA3GmISIXAs8h/2M/B5jzHoRuRlYaYz5S3EjVMYehjP863jNWkAiQ4qIP0zp5GcIjn8LK15N167LSLQfR3Y3UmorEuFjSHQcSUntEkpq/8ZFf76Iq4+7mivnX0nQH8y96fQP2W3XLT/oxHQwGOSwww4rdhijnqKLaRGpBP4IfM0Y05ZlufrvlH7RGbOnGB3qQYidsUTK2gHdPuhQ0MlM5yqNZ8yweLpHO27Wv0vF9LBgjHkGeCbjve/lWPes4YhJGbscLnuZLgf4pZVeNEb8Ycpn/woJthA9cBaxA2eDKe17wyZI7MD5xFs/yDlnr+Tnb/2cjY0b+cmZP8EnOZytZeNh8nzY+fog9kg5mClqNQ8RCWIL6YeMMX/Kto7675T+krJ5DPEgv45YMs37HO+Rmc6DWmgcAAAgAElEQVS+XdIiTYQr2emKJ9N+K4oydjjNmUJ8qbWg+02JUzb9fiTQSueOq4k1XNA/Ie3BxGu5/Zzb+foJX2fxjsXctuq2/BvMPBnqVoCl5xul/xRNTIs9dPRuYKMx5qfFikMZW8QSViojnRjiWs6d0QRJqzvLHOvhmc5TZ1oHIPaKK6Kz2Tx2Nnayr1VLHSvKaOV03zq2W1OoM1OcdyxChz6Cr6yOyJ5LsbpmFaSfq465ikvnXcq96+/l4Y0P515xxiKItUO9DttS+k8xM9OnApcD54jIGufn74sYjzIGcC0eMLQ2D2MMnY7Yizl2hHgiszRe9m1VTPcN196Rzebx9cfWcNNf1g93SIqiFIAACT7s28AyT1a6dMrTBKvXE93/URLtC/Js3T9EhBtPupGzZpzFj1b8iJd2vpR9xZkn278P4hJ5ysApmpg2xiwzxogx5jhjzELn55net1SU3HizmEMppiNxCzfx7Ippt7/SYP7SePakLUNfum+0E8lj82iLxDkQjg53SIqiFIDjZQuVEmGpdRwAwQnLKKl5lVjjqcSbTyt4f36fnx+f8WOOqT2Gb77yTdY2rO250vhZUDlVJ29RBoTOgKiMKbyZ6aH0THd4+okmnQx1P6p5wNAPkBztpDzTWTLTiaShLRIf7pAURSkAp/nXkTTC69Z8AlXrKJ3yNPG2BUTrPzpkfZYFyrjjnDuYWDaR6166jrq2uvQVROzs9E4V00r/UTGtjCnSJlEZQs+0W34P+m/zSDoiW2dBzI8ror03SC6xpEV7pOf7iqKMfM7wrWONOYJw2QFChz6K1TWDyJ7PMNSSpLasll+d9yuSJsm/vPgvNEea01eY+WFo3Qmtu4c0DmXsoWJaGVN0eETuUJaf82amU2I6NQOiP2//rsbXWRDzk6+aRyJpVEwryiikmjDHyVZe4GjKpj+ASYyja9eVYPLUgS4gs8fN5o5z7mBveC/fXvbtdLvdDMc3Xae+aaV/qJhWxhRd8W6BNZSD/LzZUlcUu9VDevVMpzLTfYtv1Y4m7ntt+0BDHbW4nul4sueAzXjSIuxUU1EUZfRwim8DfjE8WduJ+Dvp2vU5TLJiWGM4fvLxXH/C9SzbvYzndjzXvWDqsRAsV6uH0m+KPmmLohSSYctMZ7F5xPpq83AW9LXW9EPLd/LixnquPGX2AKMdnUQ8GemueJKgv/ve3xXX4WiCcWXDk9FSFGXwnO5bx7KSKlrHv0e88XSs6KFD1tfsG5/Os3Qc5bOnccOLN/PlrWGwygB4ODib6jee42OvDGwmxO23DJ3vWxm5aGZaGVMMV2k8rzc70+aRr860N1vd18x5Q3s01cfBhHfgYeYgRPdYt3XpIERFGU0s8q3l+xMnYsXHE204r4iR+Ijs+6Q9dfmk7uz0CjOPo2UHlXQWMTZltKFiWikYxhieWLO7qMIvrTTeEA7w68zqmXYmbfHnzkx7s+V9FdP1bdGD0l/dFe/e50wx7Vpq1DetKKOHmbKflydE2VeaJLLvogHPblgorMh04s0fJjhhOb7QTgDetI7CL4YP+jYXNTZldKFiWikY63a38q+PrOHZ9fuKFkN6nemhE6Adnn6iyXQxHQz48El2z3QyLTPdN7HfEI6mzbQ43Oxq7uS5IvxPvQMPvf9XY0zq2LVreTxFGTWcULqcu8ZXU9I+h2R4frHDASDa8BFMoorQIY8DSVZbc0kYHyf5NhU7NGUUoWJaKRju9M5b6sND1scjb+7k8dW7ci5PqzM9lDaPaO5qHiV+H36fZLV5ePV9XzLTsYRFU0csrZ/h5qHlO7nu4dV9WrelM5aKd7BkeqZdvPYdzUwrymjBUDd5JT6Epn3/WOxgurFCRPd/HH9oL8GaV+kkxDtmNh/yvVvsyJRRhIrpMcT2Ax185/F1RctgHgjbImrrEIrph9/cyWMrcotp78DAobR5dGT1TNu/Az5BRMimlZP99Ex7Z/kbaqvHzsZO1u1q7fF+VyxJLGn16XP1rT+t42uPrilIPLk8097jphO3KMrooKRqDe9WxDi1cSImMb7Y4aSRaF9Aov0oSic9jwSaedM6moWylVIKkxhQxj4qpscQL79bz0PLd7Knpaso/bvCb2vD0InpaNzKKyq7hmk68eyZaQsR8PskZfNo7Yrz13V7U+ume6Z7j6+h3SOmhzgzfevid7nh9z2FsHu8+9L/ntYITR2FmeY73ebhLXmomWlFGU20xdoon/oX5kejRJoKP1344BEi+y4GIDT1L7xpHUmpxDlO3i9yXMpoQcX0GKKtyxYW2Sa5GA5cMf3+gY4hy45HE0miidz715Fm8xjCOtOeYxxLdts8gn4fIoJPbJvH02v38i8PvZUSxV4fdV/qTNe3D19murkzllWcuiI633F3CUfiBXsi0BVPItL9t4s3M62eaUUZ+dz+1u1Y/i6+29DMa9axxQ4nKyYxgWjDeQSqNrLCKXv9IfVNK31ExfQYwhUWHdHiZOtcMR1LWOxuHprseDRh5c2QdsWSqTrPuTK/G/e2ER7kMeqMJqgsDTj9dGem3UoetpjuFqBuf96bjL6I4+HMTHfGkllvxLrFdO/9h6OJgon+SCzJeKeGdFeOKi2amVaUkc27Te/y2LuPcW6rn0R0Oq1UFjuknMSbTiMZmUpiyou8Y03nJPVNK31ExfQYwvWPZpYRGy4OtMcoC9pTaQ+V1SOasPKKuo5YgmpHgGXLjluW4ZO/fJW7l24bVBwdsSTjy+1+vDaPgN9OpYrYdabdGNwbnGRaZrr3DG59eyT192DE9Kodzby1sznvOh3RRNbPTuakNPkIRxIFm3myK55kQkVJ6m+XdM+0imlFGcncueZOKoMVfLdlJ0ut44odTi/4idb/Pb5gC/dUTeEE33v4OPjKkir9R8X0GMLN0nUUS0yHo3xwlj2wZKgqekTjyV4z0+6MeNk80+FYgkjcoq45f0H+Hz27iVufy52V6IwlmFBuC72oR0wHPZlpY+ghpvtbzaO+QJnpb/1pLT9+Nv8jy3A0QTRhYWUcNzfT3JvNI2kZOmJJ4onC2Dwi8SS1jpju1AGIijLqWN+4npfrXubyyYuoMUmWJUemxcNLsmMuic7Z/K2mjaAvwtGyo9ghKaOAooppEblHROpF5J1ixjFWcIWFd7DWUGFZhnuWbePld+tT7zWEoxwxqZLaipIBZ6a31LfzX3/dmNNP3HtmOklVyLZfZGsj7NxweEVqNv6wahevbG7I3U+0W7R7S+O5Ng+3NJ6biXbFoDcz3W+bR3JgN0ntkTib68NE4vn7cwV/5vHtq83DtbIUqr53V9xiXFkQn2RW81Cbh6KMBu5cfSfVJdVc3mXRYUp5y8wtdkh9QIg1nE8sEOX3VZVab1rpE8XOTN8LXFDkGMYMrrDoHOLMdCSe5JqH3+LmpzbwwOs7Uu+1RxJMrCzlsIkVbDvQ0e92N+5t49P/8wb/87f32bi3vcfyRNIiYZleM9PVoTyZaUfw1bdFeixz2d8WoaE9mleodcZsz3TQL54BiBZBx+bhEztTm3SEnzsw0pv17ZvNI5oS6H3xLGdj7a5WjOk9s+0+0Yhk+KbdjHRfxXShvN2ReJKykgBlQb8OQFSUUcaa+jUs3b2ULyz4ApXbXuENaz5xAsUOq08kO+eQ6DicX48bz0L/xmKHo4wCiiqmjTGvAE3FjGEs0dY1PAMQn1u/j7++s4+yoD+VBW90JuqYWFVKVSgwIEF/3e9WE3VE086mnjaMvpRo680z3Z4nM33/69t5Ys3uVK3lfEKtM5akvNRPid+X4Zm2v1LiDEBMZaad+tf9nU68oS3CtAllzvoDs0+sdrzS+fqLJ7sHdmYOQkxlpnvJbLtZ/4HGmUlXLElZ0EdZif156ogmiCWs1E1SWdCvmWlFGaH8cs0vqQnV8Nmpp0LT+yyzFhQ7pH4Ra/gILQFh5/gdQHHmblBGD8XOTCuDYNWOJnY0dmeAXWEx1AMQXevB/EOrU30dcN6bWFlKacDfpzJqmdS3Rbjw2EOA7GLaFXOxZE9fr0tnLEl1KL3Khhc3e9rUEeshyh94fQc/fvZd1u22xXS+wW2dsSQVJQFKAj7PAD3j8UzbZfBSnmk3M+2dtKWX8oHGGBrCUaaNL3PaH1jGd/XOFnv7PGLaewOWKabdjHRvtpRw1L75KOQAxLKgn7ISH5F4kkt//QY/fnZTqv2aihLNTCvKCGTV/lW8vvd1/mnBP1G+bRkAS6yFRY6qfyS7ZjOxo5bHxpcw26++aSU/I15Mi8jVIrJSRFY2NOT2sB6MfPV3a/j5i5sBW3i5numhHoDYFkkgApMqS1N9uWXxJlaWEAr6evXnZiNpGcaXBampKMkupj1iMpuwc7Or+TLTYY9AbginZ6djSYvdLV38YZU9w2IsYeW8KeiIJuzMtEdMJyyLkpTNQ7JW80gT072I49auOPGkGZSYNsawpq6l1/68pQIzbR6pAYi91C93bz4Slkmrpz1QuuJJQiV+yoMB2iMJNu5tY29rJE1Mu7XVFUUZOdy55k4mlk3k0/M+DZufhwmHsc1MLXZY/SbRcC4tfj+1NS8UOxRlhDPixbQx5tfGmBONMSdOmjSp2OGMGCzLsK8tQkunLaCjCSv1eL1riAcgtkfiVJYGqCgNdGemw4PPTCcsg98vzKwppy6rmE56/u4pDF1rSX7PdHcmc3+Gb9rNfO9u6UpNFpLNRpBI2oMgy4NOZjrNM51eZ9q1ebg3Hd57gN4G6jU51pmp40LAwAYg1jV10dgRS4szG15bTg8x3dcBiJ5jNVirR9LxxpcF/YRK/Gw7ECZhGaKJZKrtCRUldMWTBcuEK4oyeJbvXc6KfSv452P/mTIjsO0VmPsRQIodWr+p6zqeRR1xdk7YCr7izCysjA5GvJhWstPUGSNpmdRjbtcvDcOQme5KUB0KUlHa7Zk+ELaF36Sq0gFnphOWIeCzxXSvmeksws4tx+d6jLMN8POK4/q29My0V6wfc2h1j/Vd3NkPKzI90wnTs8500vVM95y0pTfB2eL8TydXlwIDy0y/u98eyDn/kOq823sz012x7NU8euvf28ZgBa4r6MuCfsqDfrY32p+HaMJKVWlxy+aF1TetKCMCYwy/WP0LppRP4ZIjL4EdyyDR5Yjp0YhwcuMUIn5DSc2yYgejjGCKXRrvd8DrwDwR2SUi/6eY8YwmXN+yK/a8/t6h9ky3ReJUhQKUlfhTwr2hPUplaYBQ0E9psP+Zaddf7Pf5mFlTzu6Wrh6CzDsALlv7L2+qx+8Tzpg7EZHs04l7BZ93QhS7TYsJzkQspx4xEeg5CLGuqZOXN9nlAMtLApQE/Gme4qC3NJ5lemSmvTaP3sRpS6d9gzK5KtSn9bPhHsNxZcE+e6Zz2jz6lZkenJh2fdtlJX7KS/ypm5Bo3EqzeYCWx1OUkcJre15jTcMarj7uakr9pbbFIxCC2acWO7QBsztyLOd1dFJasxR8+ecnUA5eil3N4zJjzCHGmKAxZrox5u5ixjOaqO8hpr2Z6aG3eVSHgpQHA3Z1haTFgXCUiZW2uCkN2JnpTN/sI2/u5IbH3s7apiuW3Mx00jLsbckUu90iL5uwfGlTPSfMnMD48hKCPl/WAX7hSIJQ0IdPsmWmLT7zoZn87xUncva8yc6+ph/L7z+5nn99ZA3gZKY99gnbM51h87DcOtM9M9O92TxcC88UJzM9kNJ43soX+TLh+QYgdmem898gtUcLZ/NwbwhDjs3DxWvzcMX0UE/cYozhqbV7ctY+VxSlOys9rXIanzzik/abmxfDYWdAsKy4wQ2CN62j+EpzK/hilNS+UuxwlBGK2jxGKW5m2hUSrugr8fuGvM50W1eC6rIAFaW2yOmMJ2kMx5hYaYu+kDOleGYm9OV361m8YV/WNl3R5/cJM2rKgZ4VPbxiMlNY7muNsGFvG2cfNTnVTtYBiNEE48qCTKoqZX9bhH/78zpe3LifRNIiaRkqSvycN39KauKXzMx0OJpgdm05151zBGceOYlSvy8lMuOeah6Z04mHoz0z073aPBwxncpMD0DMudn5Mie7m+2YgD0JjctAPdPeYzXYzLR74xRybB7d7/fMTA+1mF5d18K1D6/OO4nPWEBELhCRd0Vki4jcmGX5l0VknYisEZFlIjK/GHEqI5Olu5fyTuM7fOm4LxH0B6FxKzS9P4otHjYbzSymxgIcHa6kpOY18Pd/DgVl7KNiepTiWhTC0QSWZVKe6SnjSod8BsT2aJyqUJAyJ2PYFUvS2hVnvGORKA1kn2Rkf5s9EUq2DF9aZro2l5jOnZl2Z2I8xxHTAZ9k90xH7clWJleFeHXLAR58YycvbapPxVoatGN3BzFmZqbjScP0CeXc8JF5jC8vSavmYdeZ7q7mYUy3eO7MVs2jF8HZ0hVHBGqdjP9AbB5uF+7/Klef3qcZXjFtWSZ1ozOsNg/Ht22XxusW0/aTEDse94ant/rXg6XRGQ+wpyX3RD+jHRHxA3cCFwLzgcuyiOWHjTHHGmMWAj8GfjrMYSojmHveuYdDKg7hY3M+Zr+x+Xn79xHnFS+oAmDhY5V1JFc3tyG+GCUT3ih2SMoIRMX0KMXNTBsD4VgiJfqmVodSE4QMFfYAxADljsjpjCVTAhug1MkkZmY43eoZ2eo3u4It4PcxtTpEid/XU0zHc2eml7/fyNTqEEdOqXTakaw2inAkQWUoyJTqUva0Rpw4u6coLw3YsVeWupnpTDHdPcshkGbziCW9Ng9bOCeS6Z5pr8bsTXC2dsaoDgUJ+n34fTIggZrKTDv/k1yCOJzD5uHNhg/nAMQuzwDEspL0zLQbk/s/GkjlmP7getczq7+MMU4Cthhj3jfGxIBHgIu9Kxhj2jwvK9CZLBSHtQ1rWbV/FZfPv5ygz74OsHkx1M6FmsOKG1wBeNOax3nJXRCeQ3DCayBa315JR8X0AFi5vYnfvrqtqDF4Z/BrjyRSj7qnVIeG1OZhjF1BpCoUpLzEFjMd0URKYIMnM+0Rv5ZlUjG74sSLNzPt9wnTJ5Sxsyn9cVq+ah57WyPMrClHnJp2fp8v53TiVaUBJjnWCbBFvyvI3NgrQ7nEtEnNcgikVfNIJE1GabzuAYjZPNPxRH4t0twZTw2I9PbTH7yeaTv+HJnpaCJVDjCS46alN9EaLqRnOjUA0ZeK3Y3BfbLhZqb7UjmmqSPGpn1tva6XDdduM8bF9DSgzvN6l/NeGiJyjYhsxc5Mf3WYYlNGOPeuv5eqkio+NfdT9huxTti+bNRbPFxWWEcBcHTTNHyBDoLj3ipyRMpIQ8X0AHhkRR0/XfxeUWNoSBPTcdojcfw+YWJl6ZAOQOyIJbEMVJdlZKYj3ZnpUCoL2i2+GjtiKSHZ2tXzrt7NIvt9tqKbkaU8Xnqd6XRh19AeZZIzUA8g6JdUWTov4Yht83AH9YnYYjqWYfMI+n3OdNXpscY92Wegh80jGHBL46UPQOzI5pnubQBiV5xx5SU9+ukPbv9udjdXGx3RJJWlAYJ+Sc9M5/GpZ9JWUJuHxzPtxF4dCjjVPOx9qiy1P2+ZT0Cy8W9/XsfnfrN8QJPJtHS5memeU9CPIbIVAe5xsIwxdxpj5gDfBP4ta0M60dZBxc62nbyw4wU+M+8zlAdtix7bl0IyCnPPL25wBWKtOZyoCXJutIlk13RnIKIOSFa6UTE9ABrDUTpiiYLM8jZQGtqjqaxleySRZr3oiiV7jW1HYwerdzb3u19XXNqZaVvkHAhHUwIburO73oyhN6vXkkVMezPTgF1rujH3AMRMUVjfHmVyVbeY9vskq1gNRxNUhgKcd/QUPvXB6Rw3bRyRRLKHzcPex0DfbB6e0ngBn1saz87GZ86A2J86062dMcY7szn2NulKLlybSV8y025pQ29pxX7ZPCJxqkpzT+XeHyJpNg+7zSMmV9oDEK30zHRvIr+1K84LG+tp7IjR3Jn78eyBcJT/Xvxuj0GaB0lmehcww/N6OrAnz/qPAJ/ItkAn2jq4uH/D/QR8AT571Ge739y8GIIVMOuU4gVWQKKUsMbM4WTfJmKNZ+AraSRQtaHYYSkjCBXTA6CpI4ZlepYQG07q2yIcPsn2B7uZaVfgJizTq/C65a+b+Nqja/rdrzt9c7XH5rHP8R5X58lMe4VIaxZB44o+v0dMt0USaevm8kx3xhKEo4lU1QuwRXm2yhXu7I0Lpo3jvz/9ASpDAdszHXfFdPdXoioUoD1qH9tmZzbCeMJKt3kEfMSc2ONJi5JAus3DzUR3xZMkLZOWme6t1FqLZ1Bnid83oNJ4fc5MxxJUlAYoy6gR3p/MdDiaYEKFO1hycDea7tOV8pIAs2rKKQv6WTBtHLFk9/+qMmXzyP89fG79vtR+bDuQeyT+H1bt4o6XtrC5vj3tfffmb4yL6RXAXBE5TERKgEuBv3hXEJG5npcfBTYPY3zKCKQp0sSft/yZi+ZcxKRy58bJGFtMH34mBErzNzCKWGHNY4FsJ9R+OFashpKaV9BhA4qLiukB0OgIq44hHuiXi45ogo5YkjmTKgA7M90eSTjWC1tg9DZxy/bGzjSrSF/pzkx32zxckZEagJjFM+19RJ7NM909ANER01kqeuQSeW69aG9mOuDv6Zk2xtieaUeEAYQC/jTPdEmamA7SHknw7cff4UsPrgIgbnX7osH1Mtvb2p7pdJuHt6JIVzzZr2oezR0xJpR31+4ekM3D6c/9X+W6yQpHk1Rky0z3xzMd6RbTg81MNzkVNCZUBDl97kRWf+98Dhln16rtjNn+7vLUQNf8ff1lzZ7UYMUdjbnF9MrtTan98OLe0DV3xod8sGOxMMYkgGuB54CNwGPGmPUicrOIXOSsdq2IrBeRNcDXgSuLFK4yQvjdpt8RTUa54pgrut88sBlado4Zi4fL0uRxBMTiVN8GYk2n4y/fib9sR7HDUkYIY1ZM72+L8JtX3ueB17dTX+CMklsqyzvRxVBhjOGeZdvY1dwtKl0R7Gam27ri9qyEpcFU7ed8U4obY9jV1ElnLNknv6kXd6BjdVl3abx9zvF1bR5uZjqSkZl2B7i1dvU8bsmUZ9r+SM7MUms612A4d2DjZI9n2i6Nly6ybDHbXQXCjdUW09ltHm2RBGvqmjkQtvuwPdPdNo9Sx37hlpBzbR5uNQ+veO6MJlLVPAI+yWrzqG+LsOiHL/LO7lbaInZNbBi8ZzpV+zunZzpBRYmfsqA/TZzG8lhrMvvpiCWpcTLpvU1I48WyDJ+481WefWdv6r3GjhiVpQFKA35ExJ5Z07nRCUcTBP0+An4fAZ/kFbhJy/Da1gNccsJ0fALbc2SmLcuwaodte2rP+F67nmnoOdFPX3hm3V7ebwj3e7vhxhjzjDHmSGPMHGPMD5z3vmeM+Yvz978aY44xxiw0xpxtjFlf3IiVYtKV6OKRTY9w1oyzOHzc4d0LNi+2fx8xtsT0KjOXVlPOub7VxFtOwEqUU1L7t2KHpYwQxqyY/u2r2/nBMxv57hPr+eWSrQVrtyuWTNk7wn0U03VNnfz7E+/0W7gCNISj3PzUBh58YyfGGG756yYeWm7fDc9xxbQnM12Wykznjq21K54SDM1ZssT5cD3EVaEAFRk2j/yZ6Qi1FaVUhQJp4sQlkeGZdidu2eGp6JE5acv+tgi7mjtTNbe9No9sk7a4GcdKT2a6NOhzSuOlV/MA27ayvzVCXVNX9yDDhJWemXZEruvj9do8jCEtO94RS6ZiKg34smZv65o72dcW4dl37MltUjaPgnmmc03aknAy076M0njeQZ+5+3e/CwOxebR2xVlT18L6Pd3VNpo6YqlJWVzcwaHhaJKg8zkJZYj/TNojcSxjf56mTShjW2P26YDfPxBO+akzffItnfHUhET9tXoYY/jao2v4VQHPQYoyEvjzlj/TEm3hC8d8IX3B5sUweT6Mn5F9w1FKggBLrIWc7V+NmADx5g8TqNqIr6S+2KEpI4AxK6a31Lczd3Ils2rLU1lFL5F4MudscPlo7Ohuqy+Zacsy3PD7t7nv9R1s3Nv/0lzuRBHr97Syry3CXX/bym+W2mX5pk8oI+gX2iMJWrtsz3SFky12LSjxpNVDtNU1dXXvj5Nlb+2Kc8HPXkll53LhTg5THQqmBJorMNzSeKEsNY33t0WYOq6UcWXBvJ5pV0xXlgaorSihzpuZjidTfcaSFt974h2+9MCqPts83BuIrJlp1zMdTPdMu1l3d18yS+MF/T4s0201CKYmbUmfARHsz4ubqS4N+rOKaVeEvvF+I0DK5hH0ZxffveFm/HvNTMc8AxDjPQW0SN/EdE15/20e7nfK235WMR1wP9uJ1P+gNODLm5l2hXF1KMDs2opUZjqetLj+0TX87T272sTK7d2f+0ybR0tnnHlT7RvX/lb0aOtKEEtYvFc/8jPTitJXElaC+9bfxwcmfYDjJx/fvSDaDjteG/UTteTixeTxTJI2PiDvE2/+MMYKENQpxhVGmZhOWoYb/7g2qxjLZEt9mCOnVFFTUZI1+/rxO5bxsxfSy9v15jOGbvEJ9KkE3YPLd/DmNtuL2dTRexb47bqW1Gx+AHtbbOG7YU8bb9e1AnDYxAr8PuHQcWVUhYLUt0XY1xZh+oSylPXCje2ah97i//1hbVofdR7LiHtsVm5vYtO+dl7feiBrXMYY4kkrVf6sKhTA5xNCQZ/H5pGemfZm4ve3RZlSFWJ8eTB/NQ+PhSKzPF40YaWyytG4RX17lI1729jR2EGJ35fK4kL6DIjxpMWnfvUaz6zdm4rdpdsznd3m4RJLWPYxsNJtHm4m2r2x6p5OXHrYPDqiiW7bRcCXNUvsitC3d7UAMK4AdaYDPknFmbuaR5KKUnuClGgWMV1ZGsgvpiPpmen+iOkDznfK229jR4yJleliuiTD5gG9Z6bdMozVZUEOm2iLaWMMv37lfR5fvZb5JdYAACAASURBVJuXNu4HYMX25tSNaDiaPi16OJpg3pRqoNvS1Od9c24Utuxv72VNRRk9vLDzBXaHd/OFY76Qqu0PwLZXwIqPmfrSmfzN+gBJI5zjfwuTrCTeciLB6tVIYGA17JWxw6gS040dMR5ZUcebzkChXEQTSXY2dTJnUgU15SU0d6SLtwPhKJvrw2zaZ1/gmjti/Osjqzn2pud4Z3drar3mjlgPv7VXEPc2ANEYw6+WbOVwZ6BgYx/E9B0vbeaGx95OlbZzZ+lr7Ijx/Ib9BHzCE9eeytNfPY1x5UGqQwHe3N6EMXDMoeNS1gv3xmBLfThtn4C0bK+7P285ZfIyazu7PLl2Lx/6wQvsau6iJOBLZTorSgIpMVOVOWmLd5Bge4TJ1SHGl5XkqDPtVvPo/kjOqu0ppsuCfltYJi3auuxH+C+9W8+kqtK0k7rf1z0DYnNHjFU7mrnHmWjHrU8M9qQgkYTVXWc6YwCiSyxhkbQMxtBjACJ0i2k3Y+oXwbLsjLvbZmcs2YfMdHcGHEgvjTdAz7TfJ6mMeb4ZECtKAoQC/qx1pqtDwTSx23N7+3/qZpMzp3JPZHlC4uJ+Br02lqaOaJbMtCOmI4nU/pQGfWne/ExSHv9QkFm1FbRHE6zY3szPX7ALUbjWjtU7m/nwnImIpGem3c/qrNpySgK+fo+/OOD4+fONYVCU0YQxht++81tmVc/irBlnpS/cvBhKqmDmoqLENtS0UslKM4/zfKsBiDWdDmLZsyIqBzWjSky7VSBcj2wuth/oxDIwZ3Il48t7ZqZdu4U7cO3LD67i6bV7McCTa+3SqvGkxSV3vcbH7liWNnFHY5qYzp+Z3tXcxd7WCJ8+0faOeYX4H1btSvliWzvjqWz7gXCMpo4Y2x1vp5uZBnhq7R7mTa2iOhTkqKl2pqwqFGRXs73OMYdWp6o2uBfvps4Ye1q60upO1zV3psSIG9PqnXYmdIfT79t1LWmZ+rfrWmjpjPP8hn0pOwd0l1wrDfhSWd3UAERHfMUSFgfCMaZWhxhXFkyr5nHRL5bx+OpdPepMgz0IcU9LJCXCookkpQEfJQEf0biVeoRf19TFpKr0EkxBf3dmOpzyh9vHOM3mEfCTtExqnczSeC6xZPdkIZml8bx9uFlrn697AKKbse+IeWweAV8PwQk9M7rjPZO2DLQ0XsAnqf3KJmjjSftmoqI0QFlJ9gGIVaFAXs+2WzLRtaVkrvvtx9fxf+5bmXXbRseG5VptjDGOzSP9f+ruQ0esOzNdGvCnefNzxVUVCnDYRNuHf/UDKykv9TO7tpzmzpg9ILelizmTKqgsDaRNPuPWmB5fHmRqdajfnum+3EArymhixb4VbGjcwBXzr8Dv636SZ5fEex7mnA3+YO4GRjkvJo9nvm8Hh9CIideSaF9AyYQ3wDemJ3VSemFUiWlXTPQ2on6L40+cM6mSmopgDzG9wRno1NAWwRjDO7tb+fyiWZwyp5bF6/djjOF3b+5ka0MH9e1Rbnu+u5xqk8cznWsA4taGMM0dMZY79o6z5k2iNOBLE9N3vryFX7xst/vVR1Zz3SOrnfbtdVzv8t7WCFOrQynP6nHTx6f15Qq+8eVBDhkXory0ewBiImnR2hWnI5ZMEwh1TV3MnVyFT+ysbdIyvF1ni+mdTfaAvk/+8lUeWbEztY2bIT4QjqXqSUN3yTVvFjczM+16YidVlTKuPJjK9iWSFmt3tfLuvnCPGRDBFtNJy6RuFqJxi9Kgz6mgkUwbKDY5Q0x7pxPPfIKQZvNwhL8bU2ZpPJekZVI3B5mTtgCpKdwzpxNPWCbVX2c0marmkTMznfHehMEOQExlpu24smW3O53jU5HFMx3z2jzyiFZ3XMLUcfYg0Mx9W7WjmdU7mrNOJpSyeTh9tUcTxJOG2ryeaXcAYm+eafv/Oq4syOxa+wlRW1ecOy47ntkTK2jpjBOO2r7m2soSqkoDad/rVmew7PjyEqZUl6ZsHsvfb+SFDftz9pt5XBRlrHDfhvuoCdVw0ZyL0hfUb4C23WPW4uHyovVBAM7xO9npxjMQf4TguBXFDEspMqNKTPtEqAoFUhnlXGxt6BbT48tLiMSttCzrBk9m2hWb0yeU8ZFjprLtQAevbmnkZy9sZtHhNXz25Jnc+9o2Njuex8ZwLCWmstk89rR08fE7lnHD79/mzW2NjC8PcuTkKmorSlJ+a2MM+9sivLuvnUg8ycrtTamBUZliek9rF3MmV3CYIwQ+MH1cWn+uUDvm0GpEJFV7tyOapLUrjqtd9ngy3HXNncyqLWdCeQmNHTHe299ORyzJYRMr2NcW4a0dLVgm3fLhtYZ4xahb19otiwekSpa54tPN4FeGAowvC9LSGccYkxJPiaSVNTM9Z7I96Mu9OYomLEoDfkoCPjqjyTTRl5mZ9k7aknnTkz4A0f4KuGI6m2fatRukss8ewV2akZlO90zbA1Ddm4+OWALLU80jmzj2il0RT4WUXjzTsYSVtfyaa/PI55kOx9yBmX5CQR+RLDMgVoXye6bdDOyhWcR0PGmxo7GT9mgiJZzTt00fgOjWmM5VzaM9kkjZa0K9ZaZTAxCDzKgp59hp4/j+xQs4fe4kJjhPrdzvZW1FKZWhQJrNI5WZLgsyuSqUOvf84uUt3PRk75XhDoRjiNDjxkBRRiPbW7fzyq5X+My8zxAKhNIXvvtX+/cYHXzostUcyg5rMuc4Vg8rMoNE5yxKal5Dpxg/eCmqmBaRC0TkXRHZIiI39rZ+dVmAaePLekw20haJc8eLm3ng9e1sO9DBlvow08bbg/HcC7I3O+3aPBKWSZXjOnR8GR+ZPwWAy+9ZTiSe5HsfO4avnjMXy8CyLfbAPHtgVCmhoC/rAMSbn9xAZyzJS5vqWbxhPx+aXYPPJ9RUlqSy2uFogs5YknjS8My6vXTEktS3R4gmkilR5k71vbclwiHjyph/qG3r6JmZtsXWMYfaIrvcqTPdFU+mTZ28t9UW05Zl2NXUxYyaciY4gzNdi8fFCw/FGFi83rafuI+0jbGzw+4AP9e2AN2ZaW+2GtwqC/aJxb3pqCjxM748SMIyaTWu40mrxwyIYE8fDV4xnXTsJD4anIzfFKe2tLcsHrh1nN3+7WM6o8ae9KOi1Fsaz46/rSuOSHrW2RXox8+wj7n7/87nmfZW8zAZmemOaCI1iUpum4f9XmVpgOpQMHU8evNM/+mtXVzw86V0Znwm7cy0rzsznUVMu7GXl9gzIEYSSV7atJ+fLn63OzMdCqYmp8nGgfYoZUF/6rPhHVxZ19SZekqQTfA3pjLTdvuuMK+pzO6ZjiasVGa6V8+0c5NUGQoQ9Pt48rrTuHzRLMB+mtPSGU/rrzIjM+2K6QnlJYwvD6baa+6Msbulq9dylwfCUWrKS5g3tSrveooyGnho40MEfUE+Pe/TPRduehqmnQjVhwx/YMOK8JJ1PKf63iGEM/9A02n4SpoIVG4scmxKsSiamBYRP3AncCEwH7hMRObn22b6+HImV/9/9s4zPI7ybNvnM7NNqy5L7r13jGMTVyD07tAhgDGkEULq+yaBJIQ0PnhJLxBCgIgaDKRgjDGhJRjbuGLAFdyrbMnqdXdn5vsxO7Mz2yTZktaSn/M4fNjamZ15drSyrrn3uq87QLnDM735YC0X/34Zv3r9Y+5+aRPn//YdVuyosIWY9TG5Jaabwxo7yhvspsANUXtD/4Is+uQFmDuqmMFFQf55+2zG98+jT56ZjbyzPFY5Lsr2ke3zJHimX998mKWbyvjCnGH4PQrVjWE+PawIgKJsv111dsZrPbNqb3RdOnujfuV++QG2Ha4zGyDrmumfH+AzY3ozvCSb0X1yXOd0VqbBFHeqImhoibhuIA5EI/bK61sIaTqDCrMoilbLPzpQTX6Wl7mjzHGwr0cTDg5Fmx+roh+FXzV1oOuc4LR5xB6DWOQcxCwQQZ/HHkJS3RSOxc1FB54A9tATMAV671x/XGXa9ExbAmz2yGLAPbAFzFQQqzJtieDvXTCW710w1lVZtmwe1U1h/B7F1cR46qACXrhtJp8Z29s8TvSmwFk9T5XmoUQr05puEIg2TTpzpgMpbB7WY58aUki//NgNQms2j6MNIUIR3b7WFpquu9I8kgly+5OD6DjxsGbw7Kp9PL58t8szna4yXVHfQnGuz379ztdm/exA8nHelpi1zmV5qFPZPCB2na00llTURsfHO2/SLAqDPupbInZOenG2Pzr1MnYTaiXP5Ae9Ub+/+alKVYP5qc/uNBMVrddSnONndB8ppiXdm5qWGl7a8RIXDbuI4qziuI0H4OB6GHtxZhbXxbyhTyUgwsxWNgIQqRuPHirAW/RuhlcmyRSe1nfpNE4DthuGsRNACPEcMA/YnOoJlZVHqT28j10NXkpLS9EM+NOuQlp0weeH1BJUdZ7bn095vU5L+R5KSzezu9ELFPDcPxczIjvMgSYPml5I70g5OwmyaPmHgJ9lr73EBo/BGQKUYli5dA8ro+fNo4B3P/yE0uq1bN1dQJZqoIdUPtzyMaU15pjpypDCI7sL6evX6Fu+mkk5OaytzuLwxhWU7niH6rJc9jaZ697ZYK4JcOU6P7xwMZDHQFHFISOLu//yD3Qjl12b36eooJn5veDpp3a7rsnO8iCQzbZVb1G6ISr26MW6Dz7i6CdhwKxYv/bOarStb3Ow2QMUsmntCupqAlSEVPYfMihUDFa+vggotr3IOw4epbS0lANN5nPqd21gTE4A7fB2Sks/AqDsYC4QoLJsP6WlsbvycEsRm7Z+TGnpOrbV+4B83vr3q9RGFCCfJ597EfNT+yI2b91GZP9HQD6vLF7EukBMHGVr+by3uZ7S0vcpKy8kXK1RF1GoiyiAilq2mRmFXio+/A+lm2MCbu+BXCpbPJSWlrK2KgDksnPVG+R5dUpLl9n7ba0z1/bJngOgqZSWlia8796v9gN5/HPxEqCAlcvfpWGjKfh2RL+X/12xCsjh7bfeYN+qMAf251ETVtAMgWioQDW8rN2wkT3+CJDLoX17aGjyJZxvRWUWkMOUyFaUbCgt3QnAx4ezaWjKSro+gFXR98Ezf1tIvjd2HbYdzKWp0cvCZ58BSli5eg2eHe5cVOs1vPPW69HvdQ5rtx+kPqyyfPVaIJs9n2ylJRLkr38tRSTqUj7cm4+hC5568gkExax7fwOl+80O9+VHzdckMFj0n1U0b37L9dydBwoBD/sPHaa0tJR11eb3661XF7He8VqqQgrQC4Cj5UfM9+bBXMqjP1fJeP9QLoqWfPvW6PvixX8vA7J569WXqDiSTVn0fQPw3/IggiB/f+4ZPqnMIqLn8Mhfn6C8theg8Njzi5mQl7rJcPOeAjzCoGLHwZT7SCTdgX988g+aIk3cNP6mxI3blph/j7u0axeVIVbr46g3ApytvM+b+qcAlVDVLAJ9lrDl6BbG9RqX6SVKuphM2jwGAPscX++PPuZCCPElIcRaIcTauro6cjw69RFzUMb66gAVIQ8X9alnUFaEXj6dmwbVMCwYYnSO+QsuqJq/jJs086WWtZj3DyOzze37m7yowiBbtSqj5kf0Tnr5NI6GzKpYo6aQrer4FIOQbu6oG/D8AbMyfM2AWjwCPlPcwMV96ugfiNjraIhE/bXRv/M9pmhUhXnuw9G1jclpwa/ovHvUTB/I86SuvA3PDjMut4ViX2wfa22NmhXTZlATPWdjRNjrCXp0GjSFIy0e+vgjZKsGPsW8Xh5h2Ne5Kmy+9kKvxvUDa5lZFPNf+6Jr9ytuy4JXMbAKmdZ18ikGWdHr3KQp9nbdEOhGzB7hpNinURFSo9MEwaMYeAT2tQyqBhf0aSDX466aKgK06DGd54/Ho1jrEfa/E/cx/27RhH09LSxXiHUOq3YqAAOBDigYeBQDzcD2sHuU2PqcWO6IHI/uEsUeEduWjEj0WPH76JjXwlpnsnPGro+ON3oNqqPf87rodbauXap3Yr2mkB39HqjCfZ6KkEpQ1Sl2/Bw5sb6X1mto1GLvUSfO74/1ejzCIN2wxWZNEFCT7xCMPl4RXVNQ1fErBi16bO1NmkJANVAE9nu3PqIQ0pXoc9PXI+oj5nWZUtC+FBCJ5EQiokd4duuznNb3NMYUjUncYetiKB4NxaO6fnEZIIyHd/TJ0SbE6DyD6tMwNB9Pb3k6s4uTZIRMVqaT1LdI+K1nGMYjwCMA06ZNM86ZNY13X97MufOu4aGHlnPasBzu/9JFro/nv+54fnldCw/d+waTp89k/syhvPX4avo11XHXF6/l6Xteo0FTGNIryK23XJJyoXVvfsKvXv+Yaz53Iw/8/A2mTx7Jh/ur8SgKCxZcwdKNhyjbtp7fXTeFeVMS7gcAaHh7O++9to3rbriJlhW74dBW5k0fzpMr93D66N68va0cf8lQOHqEW66dR+66/fYI4puvvqxdHxM/+av/0K9vLuMHFPDy0q1MHFCA36OyYMFM/vX+AZ5euIEbrv4swfUHWPf2dgCuPGsG10wfxPO/W8aWQ7WcObYPb2w5wiVXXkfz+v1wcBt33HK9y28MsOflTaxfvpvpp0xgwUWxu/HnfvsO/YqCLJg/jYVr9vL3v3/EDddeRW1zmNLfLmPm6WfRNz/Aww+tYNDQYcwd34cXn9vAVVdczvCSmJVFrNjNmkWbuOjK63jkweWMG1XM/qom9u0wJwRe/dlLmDjA3ZQJsOmFD6jYXsGCBZdR9frH/PvNT/jiLfMTPu5fs7uSpx9eieLPptCrsGDBZQnHWrrxEH9/ej3TZ83lhRc/5Nyzz+K8CX0B09te+tAKRoydwDvLd3PpxRcybWgR7z21DqOigZaIxoiBBVTvqWLY8F6M75/Hq4s3M3HcaDat2ceCBQtc56p+42PefOMTPr/gZhTHWqte/5h33/yE+fPdj1vsXrSJFSt2c9lnL2dk79h7Ze2z62k4VMutt1zGvd9fwoRJk1lw/ljXc/++bj8LX/iAz119Bat3VfKKY8hPYb+h+OrLmXXaNN5esoVrr7/BlXJi8cefv87U8X1YcMVkfnXPa4wZN4wFl04A4JWHVzCh0Gwo3H6kngULrrCfF9Z0fvwDs3EpJy+fBQvmsW/xZoI1e/nSre5rU9MU5lc/+TcAgwcOYMGCy9n10kZ2bjjIzTffzL82HOCiSf1cdpClj6wkVzdYsGBewpqXb6/gxUdXoef0JqelkS/euoDDizezZdVe+/uy7m/vU3GghgULLqXvxkMseno9nzrjAthpdu7nDxzFgutOTTi2xS/veY3pk0bwhUsn8MVbb0m5n0RyIvPG3jcoayjj+6d9P3FjUxXsfhdmfa3rF5ZB3tJP5SJ1NRPEbjYZw0APEK6ZxpJdS/jm1G9SEizJ9BIlXUgmK9P7gUGOrwcCrX4WWhJtNFv0wUEq6kN8/axR7glMcVhNc1UNYfZXNbLsk3KunjaIbL/H9vn2z89Ke05L3G05VEdjSKMo20fQ57G9uI+9u4uBhVlcMrl/ymNY/s+jDSEO17aQ7VOZMdz8yPqscWbjozVEple2j1tmD7V9rk7vbFsYUJDFgaomqhpDBLwKI0pyOBBN87B820VBnz2tDmBsP1OADY426Z011lxTWW0z+yqbTJ+4P/HeK9tO83ALrIBXTWhADPrUpJ7piKMB0emZBncTojPNwyI/K1HYgemZjkXjRcjyqkl9swFPLBrPpyb/cbDEWaPli3acP6VnOpozbU0gNNejO9I8TG9yfFRcWDM9zvGC2fY8p/BNW817obgyraYbqNGfD5+afOqi1bQY9Hns3HCL8rpm/KqS1nOt6WYudHGO6Vv3epQEz/Tw4hyGFeewt7Ix+v3W+fJTa3lra2zap53mkWSUOLgzwO2caa9KS0Rja1kd31r4Af/e5I6rq22KJDTHWlj/N+wor6dXtNkxN+ClKawRia6/ujFkv8fys8x9rCx2IWBHeWrPdHPYbCi2rotE0l15avNTDModxBmDzkjc+MnroEdgbOqCVE/kbW0KuiE4O5rqARCqnIWmayzctjCDK5NkgkyK6TXAKCHEMCGED7gOWNTak6xGs8UfHsKnKkwbWph2f6+qkBvwUNUY4sV1+wG4+lNmI52VTdy/IL2YHlZsNitao7aLHV3/H+6vZs3uKhbMGppUrFlY4qCyPsThumb65AU4a2xvvnP+GK6aOhCfR+FAdROqIqKNdwFu/PQQBhRkJa0EpmNwUZA9lY2mKAn66FcQoKy2GU03qGoMoQhT/BZlm8dVBHble87IYqYPLWRStNpbVtPM/qpGBhUFk54rK0UDot+jOBoQY2LNEia1TWF7e0Qz7MY8VXVfQ5eYDsfSPCziz2vhceZMhyJJbwQgFo1nCfVk2II52tznFN3+uG0J48R1A0UR5nhz3bDTPKzzxovbUER3pYXEnyelmA5bkxPd262caXNtIqkYro/e7FgNiE4O17bgc1zzZE2IVY0hdIOYmFYF4aior4mmZQwvyWZ4cTZhzeBAdRMV9SFe23TYnkRYEPTGGhAbQkmj5NxiOpoz7VFoDutU2c29bjtFXUs44UbPwhow0xzW7Z/PHDt5xUyb2XSw1n7vW+9dq4lydO9cdpbX89KGAzz83x0Jx7cypuPHoksk3YkPyj/gw/IPuWHcDSgiiWTY8jLk9IX+U7t+cRnkKPlsMEZwlrrefswIF3PGoDN4ftvzNEektetkImNi2jCMCHAH8BqwBXjeMIxWg1stAbzlUC2nDMq30xjSYeUpv7B2P3NGFtu/HK04tQEF6Su/lph+9N1dCAEzhxeT7VdpbNF4JSrqr50+KO0xrMrX0YYWjtQ20zvPT8Cr8tXPjCTLp1ISFSKFQa9dlfzBxeN4/dunt/r64hlcFKS6Mcyeow0UBH30L8hC0w2O1DVT2RCiIOhDVYQ9YW5YcbZ9HW+aOZQXbptFn3xzW1ltM3srGxlUmPyGI1U0nrMy3RjS8KpmooRVCW4Mafb2kKY70jzcYrp3rp9cvydWmfYq+ByiNyeFSFYVYVcX61s0cvzJ3yfO94+VYxyPJaatxkx3NJ67au3zWN5vgWGAZpiVaa+quPK0LeFuDauxCGuGK54vfg2p4vGseLh4sa3phh0j5/OoKaPxFGEK/Pifp/L6qJj2phbTMdFoielYZXpHRSzzfWj052hXRYN9g2VlvvfPz3JUphNHiYN5g2JdB2dlGmKJIAmxmU0R18ROJ5aYBjNjGiA3+n6qawmz6IODVDaEuD76s50frWTviSZ4TB1SSENI45sLN/CXd3YmuS4h13WRSLojz2x+hlxvLpePvDxxY7gJtr9ppngomazNZYY3talMUXZSQixIYP74+VS1VLFk15IMrkzS1WT03W8YxhLDMEYbhjHCMIx72/IcZ57w9KFFbTpPYbaP/2w9woHqJpfotarcrVWms3wqAwqyqG4Mc8boEgb3CpLtN6PxdlY0MLQ42Gr12BKulVGbR588t4C31uIUEaoi7KEo7WFIL/NmYeOBWoqyffbrO1jdTHVj2I4LLIqKibH98hKOUZztx6MIdpY3cKCqicEpKtOWzSNZZbrFEY1nVTwVRRDwKjSFtbjKdOIERDAF1PCSbLYfqSeiG/g9ql2hDPpU12hvJ86hLQ0tqSvTTgHtrHw6ic+S9jjErlVhtoaDWDYVRZg2D82qTEfHmzuHtgB2BdcipOmum4X4NaQS03ZlOpKsMh1tIkxZmTavjxDCFtPW+1DTDXwexb5pSPb8irro0JPoDaNPVQhHX+eOaKzh8JJs+5g1TeGECL/+BQHbqlJZnzhK3MK6bnbOdPRrS0Q7xbSuG9Q1h1P+bGb5Yu8lq3psVabrmiP8dfluxvTJZeYI045VEK1M747aPKYNiX0qVtkYsm/eLOyIPymmJd2UsoYy/r3n31wx6gqC3iS/A3b+F8INJ00kXjxv6Wa/xGfUDfZj0/pMY0zhGJ7a/FTSia+Snkm3u5XM8ql29ei0YW0U00EvdS0RCoNezo0OZoG22zwAO5faGviQHfVM76poYEh0OmE6bJtHQ4jDtc2JYjo3UUwfK1blvSmsUZjtY4AtpptcflRrKMa4JAMlFEXQJy/AP98/QEQ3OGN08mYKy+aR3jPtFrNBn4fGUCSWM63ptt0hvjINMLQ4m0+OmH5yK2caEqvhTjwOQVefRky7KtMpbB6W4LY88k6bR68cPz5VsYeRWH5q1ZEzrQqBqpjridk8zHOF4yrToYiO7xgq084qvxM96tm2jhHWdJrDmisjvTEUsW+KrJueCf3zYgNjVKfNIzHPI74y7VGFLep3VjTgUQSDioL2pxiNIff0SoB++VmEIjqGYVDdFLvhi8f6HtkTEKPrtYb4OKejNoQi6IZ7Omc8VnU65pk29132STlbDtVyy+yhdk9G0KfiUYQ9DfSc8X34+tmj+NpnRmIYsX6ExOsibR6S7snftv4NA4PPjftc8h22LgZ/Hgyd27ULO0HYYgzmgNHL5ZsWQnDT+JvYXr2d9w69l8HVSbqSbiemAUry/CjCHGzRFqwK7BVTB7oEk1XlbouY/vSwIsb2zeXMMeYAj2y/B90wP7K2bCDpyAt48KqCnRUNtER0Wzzbryn6da8UFbn24KwiFwW9dgPjwWqzKdESEP3zA/z40vFcO31w0uP0yfNT0xSmT54/5acAEwfkM3FAHiNL3MNkXJ7psGYLKTAFW2NIsyvXYd3hmU4ipof0yrY/Mnd6plP5pSGxMp3KDhLwOMV02yrTTpuHqgiG9Ara0yYti4YQ5vktz7I3ajuJLinleO+wprsaHC3STTCEmMiN92BHdN3hmTanKN7z0ia+9NRae5+GFo3sqA3GqrQPK862K7E+xw1MOptHSRKbx87yegb3CuJVFVuwN0QngIL5XvAogpJcP7phrr8xpKX+JCGuMm2L6SSV6TrHKPFUWE2IViXcep+8dkKxqQAAIABJREFUucVsjLRSW8D8nloTPP0ehfwsL98+d7Q9ndQS9LHrIm0eku5LY7iRFz9+kbMHn03/nCTN9bpmjhAfdR54TtYbRsFb2qnMUT7CT+xm+sJhF9Ir0IunNj+VwbVJupJuKaYHFQaZPLCgzY15VmpFvK/5wkl9+fIZw9skhu84axSvfmOuLUwsD66mGwxtQ2VaCEFh0Md7O81It8TKtPl1R1SmcwNe+ziF2T5yA15yAx4O1ZieaUtMCyFYMHuYLeTj6RsV4ZdM7p80jg1M0bX4a3NdySBgVnNtz3RLxGVXCfpUmhye6YjLM534lhziuDnwe2NpHmnFdHQComGkF2deVdjfU38K/30ssUOzj+3E+f6xhLc1TlyPimkrXcT62p4UGElM80iWKtLmynQk0TNtp3lEK9O7jjZwsDrWHFPvuNmwbA5De2XbHmFnA2JSm0d9CJ+q2BVgrxqb1rizvIER0Rst61OMppBGU7TK/8W5w7jutEG2iK9uiubD+9J/SmB7pqPrqrAr07HXVRudZJiqARFileniuMr0+r1VDC4KJvw8Wsdy+q0tsRzv166obyHH72lTX4dEcqLx8o6XqQ3VMn/8/OQ77FsFjRUnrcXD4k39VLJFC3OUj+zHfKqPa8dey7IDy9hVsyuDq5N0Fd1STD9w1WT+dGPbO4evnT6In86bkJDVPLAwyF0XjkubwuHEGcHnFGdDi5P7ieMpyvaxs9ysZFtjsC060uYBseq0dbwBBVnsj8blxQvfVFiC/9JTUkf+pSLgUe3Kc0PIXZkO+szKtFW5Dmu67ZmOF6rgvr5mZTq5tcSJZW2I6EZULCYXNEIIAh7LU9xKA2JLos0DcOVie2wxHbV5xDcgGqa4tSrYyWweydI8Wo3GS5PmYV1Tr2re4NQ2hWlyeJadNpzeuQH+dMNUrpk+yBaMPlWxbzRS2Tx65fjsnw+fqhDRDCKazp6jjbZFyvRem2PVrcr0FVMH8vPPTrK/p1UNpgAOprj5sa69N97mERWyVY1hW/DXNpnfr3Q3XYXRRJtedmXa/DqsGZwyqCBhfyvRo8BhQ7FuRq1KdOy6hKTFQ9It0Q2dp7c8zcReEzml5JTkO219BVQfjDynaxd3grFcn0S5kce16n9cj18z+hp8io+nN8shLicD3VJM98kL0K+VbGgno/vkMn/m0A5dg7PS2pbKNMANM4bwpdOH88rX5ySIZtvm0UG/fC0xXWBZOgqy+ORIHWHNsCPxWuPSU/pz6+xhnDIwcShKa/i9Cs1RUdMUVxnO8qk0hZ2VacOuTKtJMsOdnnRnA2K6TyaspjtNN0yxmKaR0xJkqdI8EnKm48W0ozJtiWQrZ9puQFRilWkhYjcCR+MEWEgzkto8/K00IKZL81DjPNPVjWGXZ9m82Yldnwsn9SPH73HbPNKcv6K+xWVl8KiCsKazv6qJkKYzojh2s5HlU2kMxWwe1k2W9T2tajSvR3bKyrT5uDdFAyKYiTlgxi9CazaPaP9AtrsyDSR93xekqUxXxNk8jta3yOZDSbdk2f5l7K7dzfwJ85PPcTAM0y89/EwIJDawn0yE8fB37QzOUt53pXr0yurFJSMuYdGORVQ3V2dwhZKuoFuK6RMB62Nxv0ehb17bhqrcNGMI379oXNKEjoGFpvht67Faw0r0sPzi/fID9rAJpxBIx9TBhfzo0vFph+KkIuBRTc+wptMQiiR4ppsclelQNDJOESS1k/TK9rmud1s805bYaonoaW0e4BDTKTzTdpa0LabjbB4lDjGtOHOm4xoQo3naqiKYEE1Q2XSwhprGMD9etImmkEY4otvC2UmrNo9UlWnN0YAY9UzXNMWJ6RSVe8vm4W9DNJ7zJtDyTO+siCV5WGT7VBpaNLsyblk/rNdX3diKzcPyTCvuyvRRR/PfkVpT1Na1tMXmYW6zKshBn4r1dk9XmS503JBmR/O5k9k8ZGVa0h15cvOT9M3uyzlDUlSdD2+Cqt0nvcXDYqF2Jh6hc7X6juvxm8bdRLPWzAsfv5ChlUm6CimmjxGrYWtor+yUfuL2MKZvLs9+8dOcPa5P6zu3Aauaa1XcnE2WHWUlSYclvpojOo0t8TYPd5qHVZlO5pcGU5haNwdmznTrYtqqxlrVyVQNiM61phzaEhW39XY0nnudlmfaObnQisbTDaIeaYGmx2wevfMClOT62Xigllc+OkTpit1s2FdNSNPxeo4lzUNLul033JVpK0kjFNFbjQ4siE78cw1tCSee/3BtC30ckZWmZ9pgZ3Q6oNMGE/R7aApH7GQU68bSuvaVls0jxScJ1jqs62F5rTXdsK0Xlqi1bB6pcqYBThvWi08PK7J/JoQQ5Pg95g1P/8SKm1XJLggmfrKUWJkOycq0pNuxtXIrq8tW87mxn8OrpLgR3foKIGD0hV26thOVXUY/3tPHca36NjiseyMLRzKr/yz+tvVvhLVwBlco6WykmD5GLHHWVr90W5g1orjN/u3WuHhSP/7vykmMi44JH+AQ0231TB8PVsWwJazRGHI3IGb53JXpiK677AjJsKw0TptH2mi86LFqmiwPbuomMCvRI1Vl2rJpJJuACGblPC/gcfm9VSHsKrHZgGj6iA0jVn2f0D+PTQdrWLXLbEptDmtmmsexeKYjaTzTiuUzFq7qqVWdrk+RdlJoV6ZjTZ8f7K/muy9+YAvxlohGeV2L62bN5zFf+47yBgqDXtfNm7My7fMoLqEPDptHiu+XJbqt76/zBshqdLRSNawbqXR2oDNGl7DwyzNdN0i5fg+j++QmFfSxBkT3MYtzfC4xHdF0KhtDMslD0u14avNTZHmyuHL0lal32roYBp0GuR1T/OkJ/C3yGYYoR2D3Mtfj88fPp7ypnKW7l2ZoZZKuQIrpY8RqkGqrX7qryfKpXDt9sG3RcFWm22jzOB4sYdps2yziGhAdnulQRHfZEZJhV6ZdOdPp0jyiw1TaUJm2qpupPNNgij1LQMbbPIQQDCvJcYlgESemvYogHHfTMLF/Pp8cqWf5dlNMWxXjpGK6taEttph2p4NYnm3zNahUNsbsEE0hjYim0xLRkwpHq9Jr5kyb379nV+/l+bX7KYuO7S6rMf/uX+CuTEc0nV0V9QlJOU7PtPPTCn+CzSP9kJ1YA2LsWlnnitk8Iq73S1s5b0JfrvrUwKTb8pN4psH0TTtvVKoawxiGzJiWdC+ONB5hya4lXDHqCvJ8KbzQ1Xuh7ENp8YhjqX4aNUYQ1j/henxW/1mMyB/Bk5uflENcejBSTB8jxTk+xvbNZc6o4tZ3PgGwsqahayvTdc1hIrqRUJludFWmDTMPOUmSh4U1itqcWmceO30Donms6qiYblMDYgqbh7nN8kInz8IeUZJtDzwBM83DEraqIqLjzc2hLUr0BmfigDw03bArmk0hLToBsX2e6bBjTHn89oiu2zcpXtUccW7RHNbsanuySnB+MNHmYT3fukmxIvacN2ueqD/8UE2z3Qtgke3z0BhN83B+T6zjx2we6T3T3ricaTDtS4VBL+X15prS5Yun48eXTeDzc4Yl3VZgp3nEielcvyvNI36QjUTSHXhu63NousYN425IvdPWV8y/x17SNYvqJrTg4x/aXNjyMjQctR8XQjB/wny2Vm5lTdmaDK5Q0plIMX2M+D0qS795OnNHJZ8MeKLRNz9gC8F0Fd2OIiaOEhvKgl4PoWjFGkwxGNHTV6YvmdyPn312IqN659hV2taGtkDM5pGuATGrlQZEiIlZr6Ikbcj81jmj+e11U+yvFUFsEI0wbR5hzcqZNveZ0N+dFtEYtXkkzZmOPtaixbK5LZxNgfE2D02LVcLjX1+TYxJiOpuHM83DIiammwASbB4tEZ1DNc12VrlF0O+J+rYjdvOhdQ5oQ2XaY6V5uHOmwbRn9M4N2JXpprDW4RnP+SlsHiU5fqoaQ/b1l2Ja0t1oDDfy/MfPc/bgsxmUOyj1jhv/Ab0nQK8RXbe4bsJz2mdAC8GHC12PXzz8YooCRTy5+ckMrUzS2UgxfZLgVRX65AYoDHqPKZ2jvVgRZlZucHbc0BaICd1wNJM4nWc66PNw04whCCHsMejxg2+cWDaPmjbZPNyJEsnwxVVE4xlUFGTWiNinFM6mVFcDoh6rTA8szCI/y2vHwDWHNMIRI+k57ImJEZ265jCnP/A2X3hiDQ0tETvPG5JVpg1HZTpOTIdiYrq1BkRFEeRnee2mvNrodEFLTDs/+fCqClWNIUIRPSGdxvRMJ7N5RBsQW/VMWxMQ3WkeYN5cleT6bc90c1hzCfaOYPLAfKYNKWTSAPeNUHGu3zVS3Io87KioS4mks3l5x8vUtNQwf0KKIS0Albtg/2qYfHXXLawbsc0YDAOmmVYPx8eAftXPdWOu47/7/yuHuPRQOr9EKTlh6F8QsEcsdzZ2ZToqjpyiJuCzkhtiH4u3RPSUaR7xnDqogNe+eTpj+uam3CexMp3GwuFNrHLGYw8LaaP/1nm/oioCj6Ik2DyEEMyb0h+fqvDou7tMz3QrNo/a5jCPLtvFwZpmymqb+dyjq/jj9afa+8VXpl1pHvFiOqyhR//DT3az4fRMA/zz9lmENYPzf/sOddHpggdrmumV7XOJWq8a85f3i6tMWxafxpDmssXEKtPmcQMpLDcxz3RitT034KU4x8fuPWaKSFPcOTqC3nkBXvzKrITHS6KiubyuhT55gW5ZmRZCXAD8DlCBRw3DuD9u+7eBLwARoBy41TCMPV2+UMlxM/TOV+Ie0cke/jCGPpDLf30AOJj0eV9V/8V3vDB7cSEHFscfQwLA1Pnw8tdh/xqzSTPKNWOu4dGPHuWZLc/wwxk/zOACJZ2BrEyfRNw4YwjzZw7pknMF7Mp0YqUxGN1mCScwq4jJph8mQwiRVkhDzNfcnsp0es+0lSLRth8ZRbgr0x7VbEA0DLfn+qfzJvLDS8bjUxWawmbOdLIGxCyvyikD83n4vzv4y7KdXDixL9+7YCwf7Ktm99EGe79QXAOiqzKdxOYRPzzFiSWmrRuh4SU59qROp83DafEA9xTLeJtHdjQWsSlFA2JVY4igT00ZNxlv8xBCuKIScwIe+zU1hTteTKfCGrr0x7e287s3PomNWO8CS1VHIIRQgQeBC4HxwPVCiPFxu70PTDMMYzLwIvBA165S0lmoOdtQ/BWEKucCqf4fNvisupzV+hgO0D3sjRlh4pXgy4F17kZEa4jLS9tfkkNceiBSTJ9EXDF1IDd18CTIVFiVRatCF0xi87BymwGaw+ltHu3FqlzWNLbumbaj8VpJ8wDwtVHwq/Fi2mpATBEBGPAqsQbEJGJaCMFjC6bTvyCL5rDGt88dzaDolEtnhT+ZZ1pJUZluDmn29yDZ9ckNePnD9adyxdQBjsfM/Zw2D2eSR/x5Ej3TKnrUDuF8T1jXvqYpnNIvDc4GxNg5rHHweVleO8McoCms25+CdDbWDcXSTWX85o2P+XB/tWvEejfgNGC7YRg7DcMIAc8B85w7GIbxtmEYjdEv3wOSR55Iuh2+omXo4XwitRNT7jNO7GWUcoCXtNlduLJuiD/HFNSb/gHNta5NcohLzyUjYloIcbUQYpMQQhdCTMvEGiSdi5VrvfVQHeCufCbzsTaFtbQNiO3FGideVttMwKukTIcARzReWzzTbbR5OF+K1YAY0S2bR+L+lghMZfMA0zLw4m2z+MftsxnVJ9cWwM4UiXSeaeu4lr5rrQERzJHyvR0DWTyqeS1rm8IYhsHB6ib65bsr05bQVYTZmOfE8s5X1Le43gd+1fy3YaRO8gCnZzp2ES1/fm7AnETYHNbRdYPmkEZWmhukjqRffhaL7pjN378yE4AVO452N7/0AGCf4+v90cdS8Xng1WQbhBBfEkKsFUKsLS8v78AlSjoDxX8AT/ZOQpWzMR0+yZmnLidsqCzRTku5jyTK1Jsh3AgbX3Q9PLJwJLP7z+bZrc8S0kIpnizpjmSqMr0RuAJ4p7UdJd2T/KCXPnl+PjxgfpzlrkzH/m0Ju5awZgvgjsASkIeqm+idG0hbIWxPNF4yC0YyRFxl2htdTyiSvAKfFR1mYhjpz1GU7WNKdMy1JYCPOoaFJFSmdcO+rlbF2PLxOsV0usp9PHkBL7XNYWqbIzSENNdAIIitv3duIGFapCWgWyK63XgJ7k8F0oppq1nUWZn2xob4WMdvjmhdavMAmDywgE8NKWJUb3N4THfyS5P8s/2kobhCiBuBacAvkm03DOMRwzCmGYYxraRE2gFOdHxF72JoPsLV01PuI9C5TF3BO/pkqkiRPy2JMWAq9JmYYPUAc4hLRVOFHOLSw8iImDYMY4thGNsycW5J1zG6Ty7N0fHT8UNbLCxB2NGVaetYZbXN9MlLL2raUpm2K6JtXGOiZzqWE60kEfYBr2r7u9sq2K1rl87mEZ8zDdgJG02h9DnTqcjL8lDXHEkai+c8T5/8xLSVbFfeeOzfTnGcTtgn+z4EPLHKtPXessamd3SaR1s4f0JfoNuJ6f2AMw9tIEm60IQQ5wA/AC4zDKMlfrukeyE8NXjyPyRcMw30rJT7TRfb6C8qeUlLbL6VJEEIszp9aAMc+sC1aWb/mYwsGEnpplI5xKUHIT3Tkk5jVO9Yk2DQ6x7aYpEbFU4d7Zm2bAC6YSYwpKM9OdNtnabnsnlEPdNgjt9OJqazvIotptt6DksAWzYPrypcDYiGYaA7Gh59UdFpRQo2RyvTiqBdFVyrMn2oxhLT7utr3Qz0S3LdgyluqpRofGD84/H4k9htrKp2jt9jv46mkEZzqONzptuCJaa7mc1jDTBKCDFMCOEDrgMWOXcQQpwK/BlTSB/JwBolHYyv6B3AIHR0btr95qkraDT8vK5/qmsW1hOYfDV4smDVI66HhRDcMvEWPqn6hGUHlqV4sqS70WliWgjxhhBiY5I/81p/tus40n/XTRndJ8f+t1NAO4VbTqBzKtNOy4iVQJEKa9JfuomKdjReG6vG8TnTlrhvSWHzCPo81Ebj5tra5JjrN9db2WAWCHMDXkKRWOa0FU8XX5kuzvHhUQRNYbMBMdvnaVejXG7AQ21ThANJph+a5zGvUXzzISTPG7ewbDbp/e1JbB4elaBPxaMq9vusKdz1Ng+LiQPy+NLpw7l4Ur8uP/exYhhGBLgDeA3YAjxvGMYmIcRPhRCXRXf7BZADvCCE2CCEWJTicJJugFAb8BauJlIzBSNSmHI/LxEuUlfxb/1TNJG+MCFxkFUIn7oZPnzOHMHu4MJhF9I/uz+PfvRohhYn6Wg6LbfJMIxzOug4jwCPAEybNk1+JtKNGNXHrEz7VMVVbU1m82gOaR1bmXYcK91wF4ALJvTlxdtmJhV/Fr522jyc2lQRMZtHS1hP2sQY8Kp23FxbBbtVmT4atXnkBjz2CHMwmw8hJuyt15Af9JLlVWkK6TS0RNrllwYzNWNnRQMHq5vwqiKhydAS7fEZ05C+EdXnUaAl/ej3OSOL+e4FYxjXL+bbDHhV8qI3Qtbxa5vMMfaZENNCCL5/0bguP+/xYhjGEmBJ3GM/cvy7Q/5Pl5wYeAtXIJQwoaNnpN3vdOUDCkW9TPE4FmZ9HdY8Bst/Dxf/0n7Yq3i5ecLN3Lf6PtYfXs/UPlMzuEhJRyBtHpJOY1S0Mh0vmpxf50RFUHNEa7OIbAvOtIfWPNM+j8K0oUVp97Gqpm21YDij8TzOBkRNJ1nhOcun2nFzbT2HR1XwexR72l6O3+PyTMdXpq1qbn6Wl4BPpSmsUdUYtvOk20pewEttU5hD1U30zQ8kZEJb6092c+IaK59QmTafl87nnO33cPuZI103XgGvSl6WKcCzonYi6wYjE55pieSER7TgK1pBuG48eqhP2l3nqSuoNHJYpk/qosX1IPIHwJTrYf2TUFfm2nT5qMspChTJ6nQPIVPReJcLIfYDM4FXhBCvZWIdks4lL+ClX37AldoApqizxFBOtLoa1pLnLx8rzgqyM9rtWPG1M80jvgHRem2p0jyCXtUWv+25qcgNeOys6By/xxWNZ1WmVdvmERPTZoScRmVDiKLs9nl7rQbEA0li8SA22CZ+lDi4mwvj86QtMd3eSvnXzhrJ3ZeMjx7TPSwoE55pieREx1u4GqE2Eao4M+1+QZo5V1nHK9oMInJg8rEx+5ugh2HlH10PZ3myuGHcDSw7sIxtlTKPobuTqTSPfxqGMdAwDL9hGH0Mwzg/E+uQdD5j++aSl+WufAoh7CmIznzjjk3ziL21W6tMt4WYmG6/zUNVhC1kUzYgOm442iOmncIzN+AhlK4y7XGL6abQMYrpgJeIbrCjvCEhFg9g+rBCrpw6kMkDCxK2patMW+tL55lOximDCpg7yoxgs66jXZmWYloicRHSQviKlhFpGI7ePDjtvucpa8kSIZnicTz0GmEOcVnzODRWujZdO+Zagp4gj218LEOLk3QU0uYh6VTuuXQCv7z6lITHLdGT448J7Y6sTDuP1VqaR1uwLBLxucmpSDZOHMwGxFTReBbpUkXicfqLU9k8VEdFGkwPecCn0hjWOFrfQq92immrUbOyIZSQ5AHmJwG/uuaUpBaLZJMwLdrSgNgalniulDYPiSQpi3cuRvHWEjp6Zqv7zlOXs98oZp0xuvMX1pOZ820IN8Cqh10P5/vzuXbMtby2+zX21e5L8WRJd0CKaUmnMrQ4m4kD8hMetwSTleYBbp/z8WIdK8ur2vF7x4MVv5Zs1HcylPgGRCXWgJh0aIv32CrT1vXzeRT8HpVwJNaAaIvpqHifPDCfF2+bybQhhQS9KnXRwStF2e2r3Fv+ZEhM8mgNVRExb7TX/X2JVaaP/fsVb/OQlWmJJIamazy+8XG0pgFoDaPS7ltELXOVj1ikzcKQUuH46DMexl5iiun4EePjb0IVKn/d9NcMLU7SEcifEElGsCqxTqHbsRMQo1P48vztin1LRSwar41DWxyC2aPGcqZDmp7QsAfuamxbzwExm4zfo+D1CFdlOqKb/7bOLYRg2tAihBBk+VR76EpRO/OQ8xwRgv2TeKZbw7KmpGpAbM8AmXjibR7SMy2RxHhz75vsqd0TrUqn/3/mYvU9PEKXFo+O4vT/heYaWONuOCwJljBv5Dz+tf1flDfK+N/uihTTkoyQtDLdCQ2IfTqg+RAck/eOweZhRuOZX2u6kTTNI+AQlm1N84CYMPV7VLyqktQznaoSfqTOzKdur83D6YFvb2UaYt/7VGL6eCrT1jREafOQSNwYhsGjHz3K0LyhROomtLr/leoytuqD2Gak91VL2kj/U2HE2bDyQQg1ujbdMuEWNEPjqS1PZWhxkuNFimlJRrAEU46rMt3xNo/eHdB8CI4JiMcgpj2OBkRILW4t2mXzcFSmfR4laZpHMvtMwKtiTbJtbwNibsBp82j/zYolopPmTHN8nmlFEWR51ZiYlpVpiQSAlQdXsqVyC7dMvIXWfvVPEduZouzgWe2srlncycLp/wuNFWZUnoPBeYM5b8h5PL/teWpDtSmeLDmRkWJakhGyOr0yHbV5dFhl2lxvm20eKcaJm9vSi+n2VKataMGAV8GnKskbEJOJd1/sHO2uTEdtHrl+T9qpkamwbqQSo/HUpI+3//hSTEsk8Ty28TF6B3tzyfBLWt13gWcptUYWf9dO74KVnUQMmQWDZ8GK30Mk5Nr0+UmfpyHcwMKtCzO0OMnxIMW0JCNY1UenZ7ojGxB9HoWRvXM4dXBiPNuxHg+OLWfaafOI32bhrMa2tfoNiTYP3YiJ6PhoPCdOkVl4jJXpY7F4mGtW8XuUBJHfEZ5pMKvuTWFzrHrAJ/+Lk0g2HNnA6rLVzB8/H5+a/ue9N1VcrKziBe1MGji2n3FJGk7/H6g9AB/8zfXw2KKxzB4wm6c2P0VjuDHFkyUnKvI3jSQjJPdMd9zbUVUEb3z7DC49pX+HHK+90XhOvWw2IKa3eTgb5ZKNG0+FbfPwKrbQt6rTlphOVwkXAgqD7RPTAa8pho/F4gFm5TmZlcO2eXiPvzJtISvTkpMdwzD43frf0SvQi6tHX93q/jd43kBF5wntvC5Y3UnIiLNN//Q7v4RIi2vT7afcTlVLFU9veTpDi5McK1JMSzJCIMnQlo70THc0Mc90W20eaSrTSW0XHZDm4ciyhlY809HzFWR5j+m6Dy4KMqZvXrufB2ZlO5k9xLZ5HGdl2immZZqH5GRn5aGVrD28li9O/iJBbzDtvn5C3KC+yZv6qew10o8ZlxwjQsBZP4SavbDuCdemySWTOXPgmZRuLKWmpSZDC5QcC1JMSzJCzOYRE1Ud6ZnuaPzttXk4dktoQEzyMp0C0K+2XQA6bR7WGmOVafPvZJGDVsW2vc2HFn+/fRbfOjd9Tm0qvnbWKH51TeIgH+uGJfs4PdOWgPaqol3NnBJJT8MwDP6w/g/0y+7Xpqr0Jcp7FItaSjU5lLhTGXE2DJkD7/wCQg2uTXecegd14TpKN5VmZm2SY0L+ppFkhLmjSrhi6gBXRbY7VKaPxTOd0IDYWpqHpx2V6ahNJpDE5hHRUnumLfHeq50DWyzyAl67ktxehhVnM31oUcLjg4qy6JPnJ+A9vv+WrNcmq9KSk523973NxqMb+copX2nVKw0Gt3iWsk0fyHJ9Ypes76RFCDj7R9BwJGEq4piiMVw49EKe2fIMFU0VGVqgpL1IMS3JCDOG9+LX10xxWRpO5Mp0TEwfg81DifNMtzJO/Nii8dSYmI64GxDTebSPtTLdGVw/fTDLvnvWcQ/ZsdJApF9acjKjGzp/eP8PDM0byqUjLm11/2liGxOV3dGq9In7f3GPYfCnYfQFsPx30FTl2nT7lNsJaSEe++ixDC1O0l6kmJZkFCFiVduOnIDY0bTb5hGXM+30LSePqos1BLbnpsKyRJgTEM21hTQzyUIzWk/zaO/0w85EUUS7YgFTkZWbkdMzAAAgAElEQVQix1oiOZl4dderbK/ezu1TbsejtG6dusWzlGojm39qc7pgdRIAzrrbHC++/Heuh4fmD+WyEZexcNtCyhrKMrQ4SXs4cdWL5KTBaydlnLjVkKJsPz6PQt/8tiVYOPVrfANissprlu3zVdpVmbVi6vzRnGmAULQybTUgpmt4bG/GdHfAupayMi05WQnrYR7a8BCjC0dz/tDW/c/9qeB8ZS3PaWfRTMcMupK0gb4TYdJV8N7DUOcWzbedchsAD3/wcLJnSk4wpJiWZBxLaJ7INo+ibB9rvn8OZ4wuadP+In4CoisaL3F/NVqVbU/GNMQaEAMeFV/Uax3WdAzDQEvjmT7eBsQTGemZlpzsLNq+iL11e7ljyh0oovX/U270vIHA4KnIOV2wOomLM+8CPWxG5Tnon9Ofq0dfzb+2/4u9tXsztDhJWzm+tvljRAjxC+BSIATsAG4xDKM6E2uRZB6rMn0iNyAC5AfbPu3PVZlWhCt3OplnGkyB295rYA04ceZM/2dbOTc+uoq7Lxlvni9pA6L5o98rp+dVoWybhxTTkpOQFq2Fhz98mEnFkzhz0Jmt7h+ghevVt3hNn84B2lYskKRm6J2vtPs593rO4OrVj3PWuxPYb/S2HxfqMLJHKpxX+gOaD16X9Lm777/4mNcq6TgyVZl+HZhoGMZk4GPgrgytQ3IC4O0Glen2Ep/m4axMJ7NdgFlRbU/GNJiNhzfPHMKZY3rbYnrN7krqWiIcrGkCkg/DGds3l5/Om8C543pelqxt85CeaclJyAvbXqCsoYyvT/16myxj89QVFIp6SiMyDi9T/D5yOToK3/K86Hrc0HIJVc7Gk/cBil96p09kMiKmDcP4t2EYkeiX7wEDM7EOyYmBJfbUHpQJ7KwGJzQgpqlMH0su8k/mTWT60CK7eW9PpZlbWt8cSViLhaII5s8c2iMFZ1A2IEpOUhrDjfzlo79wWt/TmNFvRqv7K+jcoi5lkz6E1cbYLlihJBmHKeIJ7TwuV5YzSux3bQsdPR10H76Sf2dodZK2cCKol1uBVzO9CEnmsERgT6pMi/gGRMVdqU5GwKseV5qF5bc+UGVWpOtbTDHdk65rW8iS0XiSk5TSTaVUNlfytVO/1qb9r1XfZqyyj4cjlyLj8DLLnyKXUU+A73gWujfoQUKVp+PN3YyatTsja5O0TqeJaSHEG0KIjUn+zHPs8wMgAjyT5jhfEkKsFUKsLS8v76zlSjJILBqv5/xnHm/zEELYry+VzSPLp7a7AdGJVdWOhnhQ15K6Mt2TCUrPtOQkZF/dPh776DEuGHoBU3pPaXX/Qmr5rmch7+njeFmf2QUrlKSjmlweiVzCeeo6Pi22uLaFjs5FD+fj7/svQMvMAiVp6TQxbRjGOYZhTEzy5yUAIcTNwCXADYYRDcRNfpxHDMOYZhjGtJIS2RzRE7Gj8XqQ6HMNbYn+03p9qV5m0Hd8lel4v3U6m0dPRnqmJScjD6x5AFVR+Z9p/9Om/b/rWUgujdwdvgVZlT4xeFS7iANGL+72PoWCHttg+Gg5fAlqoAxv4XuZW6AkJRmxeQghLgC+B1xmGEZjJtYgOXGwRGBPEn3WS7Gq0uBILUnhmf7G2aP47vnH7luMF+J1zWGgZ92ktIUsGY0nOcl4Z/87/Gfff7jtlNvom9231f1PFZ9wvedtHtcu5BNDtiydKDTj5/7w9UxUdnOl+o5rW6RuIpH6UfhLXkeodRlaoSQVmfJM/xHIBV4XQmwQQshU8pMYj12ZPhEs/B2DJaBdjYhqepvHtKFFzBlVfMznjLeI1EubR4ZXIpF0Pi1aC/evvp9h+cO4adxNrT9B1/ip96+UGYX8LnJF5y9Q0i5e1meyTh/Fdz0LycFZaxQ0H74MlDD+3ksztj5JcjKV5jHSMIxBhmFMif65LRPrkJwY2NF4J/AExPZiV6Zdw1vSV6aPl/gkEMvm0ZNuUtpCTEyfXK9bcnJSurGUfXX7uPO0O/GqbcjCX/dXJim7+Xn4RhrI6vwFStqJ4Cfh+ZSIGm73LHJtMUIlhI7OwVuwDiVrT4bWJ0mG/G0jyTg90TOtJmmq9LTSgHi8eONtHlZlugfdpLSFgqAPVRE9ciBNZyKEuEAIsU0IsV0IcWeS7acLIdYLISJCiKsysUaJm4P1B3n0o0c5d8i5zOo/q/UnNFTAmz9luTaBxXrr0XmSzPChMYK/a3P5vLqEgeKIa1uo4iz0cB6Bvi+B01ctyShSTEsyTneZgNge0tk8Out1WhV+IUzhbts8OqkSfqJSnONn6TfmcuHE1r2jEhMhhAo8CFwIjAeuF0KMj9ttL7AAeLZrVydJxQNrHkAIwXemfadtT3j9Hgg18qPIAmTT4YnNA+Fr0VC5yxP342b4aTl8MWrgIN7CVZlZnCQBKaYlGceq2PYkO4KzAdHCumnorHsGyzNdkuMn2+/BysjpSTcpbWVUn1zbiy9pE6cB2w3D2GkYRgh4Dpjn3MEwjN2GYXyILIedECw/sJw3977JFyd9kX45/Vp/wt5VsOFpmPlVdhgDOn+BkuPiMEX8KXIpF6urE6LyInWTiTSMwF/yGpXNlRlaocSJ/G0jyTg9sTKtJKtM29F4nfM6hRB4VUG/gizbN+w8r0SShgHAPsfX+6OPSU5AQlqI+1bfx5C8Idw84ebWn6CFYcn/QN4AOL2NVWxJxvmLdnHyqDwELWWXgRLi9+t/n7H1SWJIMS3JOD2zATEqpuOGtzj/7gy8qsKAgoCdZCFE53m0JT2KZG+SlPn/aQ8kB211OqWbStlTu4c7T7sTn+pLv7OuwT9vg7KP4IL7wZ/TNYuUHDfpovL0UB/ClbP5xyf/YMORDRlaocRCimlJxvH0wMq0SGPz6MzXOap3DqcOKrSzlmVVWtJG9gODHF8PBA4ey4HkoK3OZdPRTfxpw584f+j5zBkwJ/3Oug4vfwM2vgjn/BjGX9YVS5R0IM6ovDwaXNtaKs6hX3Y/7lp2Fw3hhhRHkHQFUkxLMk5PTPNIavNQO9fmAfDSHXP44unD7cp0T7pBkXQqa4BRQohhQggfcB2wqJXnSLqYxnAjd75zJ0VZRdw94+70OxsGLL0T3n/KtHbM+VbXLFLSwQjuCd9MIXX82PuEe5Pu576593Gw4SD3rbovM8uTAFJMS04AeuIExGSWDq/SdRV4qzJ9siV5SI4NwzAiwB3Aa8AW4HnDMDYJIX4qhLgMQAgxXQixH7ga+LMQYlPmVnxy8su1v2RP7R7um3Mf+f781DsaBrz5E1j9Z5jxVfjMD7pukZIOZ6MxnD9ELucK9V0uUtzjxKf2mcoXJn2Bl3a8xGu7X8vQCiWeTC9AIrFSPOKHjnRnkqV52AK7CwSurExL2othGEuAJXGP/cjx7zWY9g9JBnhr71u88PEL3DLxFk7rd1r6nd/5Jbz7G/jULXD+vTHfmaTb8qA2j8+oG7jX+zhrW8ZwhEJ7222n3MbKgyv5ycqfcErJKW0aKS/pWHqOepF0W7yenleZFkkaED2OHOjOxkrzkPFwEkn3p7yxnHtW3MO4onF8bcrX0u+88kF4++cw+Tq4+NdSSPcQInj4Vvh2AoT4hffPOPuDvYqX++beR0SP8IN3f4BuyPTKrkb+ppVkHMv+0LM809G/u7gB0cK2efSgayqRnIzohs4Pl/+Q5kgz959+f+qR4eFm+Pfd8Nr3Yfw8mPcg9KDsfgnsMvpxb+QGzlA/5Eb1Dde2IXlDuOu0u1hdtponNj2R4giSzkL+pEkyTk/OmfYkyZnuEjHt9SScXyKRdD+e3fIsKw6u4DvTv8Pw/OHJd9q3Gv48F1b8HqbeDFc8Cqp0cfZEntbO4b/aZH7geYZh4pBr22dHfpZzBp/D79//PZuPbs7QCk9OpJiWZBzL/tCzJiBGkzu6OM3DIsvX825QJJKTjY+rPuY3637DmQPP5OrRVyfuEG6C134Aj51n/vvGf8BlvwdPK9nTkm6M4DvhL9OCl994HwItEtsiBPfMvIcifxF3LruTpkhTBtd5ctFz1Iuk29IT0zys+wJ3ZbrrBG7Q5+myc0kkko6npqWG//3v/5Lry+Uns39i92HY7H0PHp4DK/8I026Br6yAkWdnZrGSLuUIhXw//HmmKDtg2a9c2woCBdw791521ezipyt/imEc0+wlSTuRYlqScQqDPnyqYvt8ewLJJiB2ZWU6INM8JJJuS0gL8a3/fIv9dfv5xRm/oChQFNtYXw6Lvw2PXwBaCOa/BJf8BgJ5mVuwpMtZos/gn9ps+O//wa5lrm0z+s3gq1O+yuKdi3nog4cytMKTi4yYqoQQPwPmATpwBFhgGMYxTduSdH/mTRnAtKFF5Ph7jscvZvOIPWY1WnaFvg3KCYgSSbfEMAx+tOJHrClbw/1z72d63+nmhlCjmdSx/LcQaYZPfxnOuluOBz+JuSe8gMv7VMCz18DnFsKw0+1tX578ZQ7WH+ThDx6mf3Z/Lh91eQZX2vPJVGX6F4ZhTDYMYwqwGPhRa0+Q9Fx8HoVhxdmZXkaHYmlYpw/c04V2lljOtPzwSSLpTvzh/T/wys5X+MbUb3Dx8ItB1+D9p+EPU83Iu+Fnwu2r4ML/k0L6JKeWbFiwGAqGwDPXwI637W1CCO6eeTcz+83kpyt/yoqDKzK40p5PRn7TGoZR6/gyG2dgokTSAxDJGhCVxMc6iyxZmZZIuh0vfvwif/noL1w56ko+P/HzsOMteHguvPRVyBsAtyyF656B4pGZXqrkRCGntymoi4bD366D7W/am7yKl1+f+WuGFwzn2//5Ntsqt2VwoT2bjH2uLoS4F5gP1ACfydQ6JJLOIFaZdnqmow2IcgKiRCKJMvTOVwBQs7eRNegJtIbRvP7yIGa9ejbnqevYq5fwf5Gv88qOT8OfKoFXMrtgyYlHdjHc/DI8OQ/+dr15wzXqXAByfDk8ePaD3LDkBm5/83aeuegZOSGxE+i0yrQQ4g0hxMYkf+YBGIbxA8MwBgHPAHekOc6XhBBrhRBry8vLO2u5EkmHYnumkzQgdk2ahxTTEkl3QfEfIGvAM9DSm1vLgrzl+x5zlI08EL6Wc0K/5BV9BiB/liVpyO4FNy+CkjHw3Odg21J7U9/svjx09kM0hBv46ptfpT5Un8GF9kw6TUwbhnGOYRgTk/x5KW7XZ4Er0xznEcMwphmGMa2kpKSzliuRdCiKPaAl9lisAVGmeUgkEhPFX0bW4FL8usozh3fxHXURS/XpnNXySx7S5hEixcRDiSSeYJEpqHuPh4U3wtrHTc89MKZoDL8+49fsqN7B1976GnWhugwvtmeREc+0EGKU48vLgK2ZWIdE0lkka0BUu3ACokzzkEhOfNYdXkfOkIcopJ7nD+/AF8nimpa7+Ub4DsrolenlSbojWYVmXOLgGbD4W/DnM2DnfwGYNWAW/2/O/2PDkQ3c+tqtVDRVZHixPYdMtfrfH7V8fAicB3wjQ+uQSDqFZBMQvXbOdOefP0vaPCSSE5o3dy7lS0tvZbDWwOMHj/JE4w1cErqX1ca4TC9N0t3JKjA91Ff9FZpr4MnL4NnroGI7Fw2/iD+c/Qf21O7hxiU3sqd2T6ZX2yPIVJrHlVHLx2TDMC41DONAJtYhkXQWlphO1oDYFWkeQa8n4fwSieTE4PnlP+fb73yHsc1N3LB/MDc0PMCT2vlo9JzBVZIMIwRMvALuWANn3wO734WHPg2v3smcgnE8fv7jNEWauGnJTWys2Jjp1XZ7ZAitRNIJWLZoVwOiZfPoCs+0r+tGl0skkrZh1B3moWcv4GfbFzInAn8587fc1fINyinI9NIkPRVvAOZ+G76+Hk69CVb/GX49lolv3MeTI28i6Mni1tduZfmB5ZleabdGimmJpBOwx4k7fsI8XeiZ9qkKqiKkmJZITgS0MOGVD/Kzp+byp/ABPps9jN/etILgmIsyvTLJyUJOb7j0t/CVFTD9i7B/LUNe/h+e3r6ZIbrCHW/ezqJP/pnpVXZbes78ZonkBMLSsKprAmLXpXkIIcjyqq4GSIlE0sUYBnzyb3a+fhd3eevZnO3nCyMu5+uzf2IPdpJIjgcrp7x9zEZhJjOUzcyLrOD3O9Zwd99sfrDiRzy99NfUlF3BNm10ymfvvv/iY19wD0WKaYmkE1CTReN1Yc40mE2IsjItkWSIw5vRl97Fs0fX8duiQrK8hfx69s84d+h5mV6ZRIKOwgp9Iiv0ifgjCzh973rOKXmdtwurKAk+wgNHPGyrn8sibba0IbUBKaYlkk5A2A2Ijsq0nTPdNWsYUhSkf0FW15xMIpGY1JXBfx/g4IYnubt3Cat7FXLGgLn8ePZPKc4qzvTqJJIEWvDxuj4DDs+goGYL9QNe4Gf9G7mx5hX+U/k3VmmTeVS7iBX6BOTwoORIMS2RdBKKcFs6+hdk4fMoFGb7uuT8f/vSjC6xlEgkEqBsI6x8EOOjF3gpO8D9gwdiqD5+ctqdXD7ycmnrkHQLqpvHUb3zTvy9l/J00QoWZ5Vwb/leng39Pzbow/lT5DLQLwRpIXQhxbRE0kkoQrhsHjNH9GLDj84l6OuaHzuvKv+zk0g6FcOA7W/Cyj/CzrdZk5PPH0eOZ324iqklp3DvnHsZmDsw06uUSNqH4aPl8GVE6sah93+R2/vnMqh2FPdU7+bPym/hwVdgzjdh0jXg6Zri0ImOFNMSSSeR7feQ43ePAu4qIS2R9ASOrbnq2GlzY1XVHtj2KqwrhfItvF/QjwfHfZpVzYfo7fHyw6k/5KrRV6EqMjda0n3RGkfRsPOb+IvfZF/he3whL4t+NXN5wltJ/5e+Cm/fZ4rqU28yI/hOYuRvdomkk1j45Rn0y5eeZYmk26PrcPB92LbEFNFHNgHwYb9xPDjpDFbU76IXIb43/XtcNfoqAp6TW1hIehB6Fi1HLiFUeTq+Xv/hUMEqLvYIrpxxPV84uIO+S/4Xlv3azLI+iUW1MAwj02toM9OmTTPWrl2b6WVIJBJJuxFCrDMMY1qm19GVtPv/bC0CNXuhchdU7eLPL73FEHGEweIIPsKEUYmgoqESjv5dZwQpMwo5ZBRRZhRRhvn3YaOQBgK0t2HKQ4Qh4jAjxUFGiIOMUvYzW9lEb1GNZgjeYQxPBQfwfl4jkeAB9Eg2oaNnEK6aAYb8yFvSsxGeam69eCf/2P4PFBTO7jWJy8p2M2Pv+3hy+/c4Ud3W/7elmJZIJJIuQIrpJERCcHA97HrH/LNvNWgt9uYWw8teozd7jd404cOLhoqGFw0PGh6hkUcDfUUVhaI+4fAthpcK8qg0cqk08jhKHjVGNgIDHxG8RPCKCB40AoQYIo4wRJThE5p9jENGEWv0ETwfGMKHufXouR8jlAh6SzHh6umEqmaA4e/Q6yaRnMjsvv9iDtQfoHRjKa/ufpWalhp6eXO5qEXnskPbGeMvQcy8HabcAMGiTC/3uJBiWiKRSE4gpJjGtEsc/gh2vG2K570rIdwICOg7CYbOhd7joGgYFA5j2H3rMdo4qDdAC31EFf1EJX2opI+ookjUUSxqKaKWIlFLsagljwZ0FMJ4COEhbHgIY/45YBSz3ejPdn0A20QRu4MhwsF9ePI+QvHUY0SChGsnE66Zit48iP/P3p2HR1We/x9/3wkJEEB2kS2Aoii2ikrRVluxakVrXeuCWncjItFfrW2x9GutLVZrNw0qouIatW61aKWKC7Z1BRQ3cAFkiez7EiDJzP3745zoECdhksyW5PO6rrnmnOds94ThzD3PPIuGCZOWKLZvQWWkkv988R+emf8Mr5a9SlW0ioGex1HrVzOsIsJ+A39I629dAn2GQhMc0SbR+7baTIuISOpsWgELXglGvVjwCmxZFZR33xsOOAcGfA/6HRq3BsuZnfBlttGaRb4bi3y3hsWZs43cgs9pVTCf3HbvktN6OWZOXjSPqs17sX3DgVRtHoQ+NkW+kpebx5GFR3Jk4ZGs37ae5xc+z7MLnmWSvcdEnNYbX2f/f73CsFadGLbXSXxj6GjyCjpnOuyk011BREQwsxHALUAucLe731hje2vgAeAgYA1whrsvrPOkqz6GP4fTEhd0gz2+Hz6OgA4NTHoby6rIyV9FTuvl5LReQW74nJO/DgCPtiKytZCK1UcR2bIHka190EelyM51atOJM/Y+gzP2PoONFRt5Z8U7vP3F/3h74UtM2L4aPn+UVgseoT957NmuNwN33Z+Bhd9jz66D6d2hNzmWgeFcK7fBtg1QtQ0iFVC1PWhqVlWxQ5OzndEdQkSkhTOzXOA24GigDJhhZlPcfU7MbhcB69x9oJmdCdwEnFHniXNawZHXwsAjocc3UzzRQwTLLQ8fW7FWm7FW68nJ24DlbSCn1XosbwPWaiNmQfNG9xyi27sT2VpI5fpvEdnaj8jWQvC8nVxLROqyS/4uDO87nOF9h8Mhv2b91nXMnPMIHy18ic82fM77G+YztXwRLJwCQD459Mjfhd3adme39r3ZrdMAduvQhx4FPejcpjMn3vouHimAaBuotemX05pKOrOJrraR7raBrmykm22gq22kq22gC5vobJvoGj63t21Jeb1KpkVEZBgwz90XAJjZo8CJQGwyfSJwXbj8BDDBzMzr6HhT3rEXs/Y6nKhXEF0xg6hHv3xEPEIkGqHSK4lEI0Q8QlW0ispIJRXRCioiFeR3+xAsglkV5FRith1yKrCcii+fLWdbmEDHr0XyaCu8shPRqo5Et+xBtLIT0e09iG7fjWhFV/QxKJJ6ndp25qiDRnPUQaODgq3r2bLgFebP/zfzlr/D51tXsrzVJpa3WsGMNXNZVZZLJKaNdfuBwbM5FEShXSSHtu4URJ120QgdvIoOXkW7aJQ27uS5k4+T78GDaC4bvA3LvS1bvS1bvRPl3pYtXsBWb0MVeVR6K6o8jypyqSKP604YAr89L6HXp7uIiIj0BpbErJcBB9e2j7tXmdkGoCuwuraTfr7hc87/9/kNDqp196D2GM/Fo/kQzcOjrcHz8Wg+0cqgpsojBXikLR5pFz4X4FXt8KpOQW2WOgqKZJe2nWi378nst+/J7AdBc4uNXwSPDWVUrV/C6g0LWLFpKRuiFby9fC1bc6KU50Ypz3W25DjlOTmU5+SwPjef7Tmw3ZzKnChV5kQtWst/+yiwJXzU7SezpyX8cppUMj1r1qzVZraoHod0o44bfYYopp3LtnhAMSUi2+KB7IqpX6YDqEO8j52aNc6J7IOZFQFF4ermD8//8JNGxpZM2fR+qEmx1V+2xgXNODa7KYmRfF22/d0Sum83qWTa3bvXZ38zm5ltQ1Eppp3LtnhAMSUi2+KB7IwpS5UBfWPW+wBLa9mnzMxaAR2BtTVP5O6TgEkpirNRsvn9oNjqL1vjAsXWUNkcW10y0HVSRESyzAxgTzMbYGb5wJnAlBr7TAGqGxD+GHi5rvbSIiItRZOqmRYRkeQL20CPAZ4nGBpvsrt/ZGbXAzPdfQpwD/Cgmc0jqJE+M3MRi4hkj+aeTGfjT42KaeeyLR5QTInItnggO2PKSu7+HPBcjbJrY5a3AaelO64ky+b3g2Krv2yNCxRbQ2VzbLVqUtOJi4iIiIhkE7WZFhERERFpoCaVTJtZXzN7xczmmtlHZnZlWN7FzKaZ2Wfhc+ew3MzsVjObZ2bvm9mBYXk/M5tlZrPD84zKdEzhtkgY02wzq9n5JxN/pyNi4pltZtvM7KQs+DvdZGYfho+6Z2BLXjx7m9kbZrbdzK6uca7JZrbSzD5sSCzJjsnM2pjZ22b2Xnie32Y6pnDbQjP7IHwvzczw32hQjff2RjP7fw39O0nTYWa/C+8ps83sBTPrlemYAMzsZjP7OIztH2bWKdMxVTOz08L/b1Ezy4qRFsxshJl9En5GjM10PNWS9XmQCrXdPzMtmZ9ZGePuTeYB9AQODJc7AJ8Cg4E/AmPD8rHATeHyccBUgvFRDwHeCsvzgdbhcntgIdArkzGF2zZn09+pxjm7EHQ6Ksjwv90PgWkE7f3bATOBXdIQz67At4DxwNU1zvU94EDgwzT/u8WNKfybtQ+X84C3gEMyGVO4bSHQLRv+RjXOmQssB/ol4/+fHtn9iL1fAFcAEzMdUxjLD4BW4fJN1e/hbHgA+wCDgOnA0CyIJxeYD+xO8Hn+HjA403GFsSXl8yBFscW9f2ZBXEn7zMrUo0nVTLv7Mnd/J1zeBMwlmJXrROD+cLf7gera0xOBBzzwJtDJzHq6e4W7V88925pG1NAnK6aGXj+NMf0YmOru5RmOaTDwqrtXufsWgpvoiFTH4+4r3X0GUBnnXP8hzni7mYop/JttDlfzwkeDOkck8++UDCmK50hgvrvXZ0IoaaLcfWPMajsa+H8j2dz9BXevClffJBjrOyu4+1x3z6bJd4YB89x9gbtXAI8S3AMyLlmfB6lQx/0zo5L5mZUpTSqZjmVm/YEDCL7B9HD3ZRC8WQhqoyD+FLm9w+P7mtn74fab3L3mBAVpjwloY2YzzexNa2BzihTEVO1M4JEsiOk94FgzKzCzbsAR7DjZRKriSavGxmRmuWY2G1gJTHP3tzIdE8HN8QULmlgV7XTv1MdTLWnvbWkazGy8mS0Bzgau3dn+GXAhwS9zEl8in1lShxr3z4xLxWdWOjXJZNrM2gNPAv+vRi3D13aNU+YA7r7E3fcDBgLnmVmPTMcEFHow889ZwN/MbI8siImwRvibBGPQNkpjY3L3FwiG73qdIAF6A6iKs2+y40mbZMTk7hF3H0JQuzXMzL6R6ZiAQ939QOBY4HIz+16G48GCCUpOAB5v6Dkk+5jZi/ZVv4rYx4kA7j7O3fsCpcCYbIkr3GccwT2tNF1xJRpbFkloanuJLxs/95L9mZVuTW6caTPLI3gTlLr7U2HxirD5xrIw8VsZlu90ilx3X2pmHwHfBZ7IZEzVtePuvsDMpn9wnWUAACAASURBVBN8a5yfyZhCpwP/cPdG/XSfxL/TeII2sJjZw8BnaYgnLZIdk7uvD99LI4AGdYhJVkwx7++VZvYPgp9q/5OpeELHAu+4+4r6xiHZy92PSnDXh4F/Ab9JYThf2llcZnYecDxwpLunNTmsx98sG+z0s13iq+X+mTWS8ZmVCU2qZtrMjGAWrrnu/peYTbHT3J4H/DOm/FwLHAJsCD9s+5hZ2/CcnYFDgQa1B0tiTJ3NrHV4zm5hTHMyGVPMcSNp5M/gSfw75ZpZ1/Cc+wH7AS+kIZ6US1ZMZtbdwpEAwvf5UcDHGY6pnZl1qF4m6GxV7xtlCv7dGv3elqbFzPaMWT2BBv7fSDYzGwH8EjjBG9g3pQWZAexpZgPCX5fOJLgHSB3quH9mVDI/szLGs6AXZKIP4DCCn3LeB2aHj+OArsBLBDWULwFd/KseorcR1O5+QNgLGTg6PMd74XNRFsT0nXD9vfD5okzHFG7rD3wB5GTJv10bgi8Zcwg66QxJUzy7EdSGbATWh8u7hNseAZYRdHIra+i/XbJiIviC8W54ng+Ba9P471ZbTLuH7+33gI+AcVnw71YArAE6JuP+pEfTeBDUyn0YvoeeAXpnOqYwrnkE7YCr39dZMcpIGNvJ4f+d7cAK4PksiOk4gtEo5jf0fpKiuJLyeZCi2OLeP7MgrqR9ZmXqoRkQRUREREQaqEk18xARERERySZKpkVEREREGkjJtIiIiIhIAymZFhERERFpICXTIiIiIiINpGRaRERERKSBlEyLiIiIiDSQkmkRERHJema20Mya0rTn0kIomRbZCTO7zsweynQcIiKZZmZnmdlMM9tsZsvMbKqZHZbpuEQyScm0ZFxY27DCzNrFlF1sZtMzGFbCzKyTmd1hZsvNrNzMPjCz8xI4brCZTTGzDWa2ycxeNrND0hGziEh9mdlVwN+AG4AeQCFwO3BiPc/TKpGydDGz3ExdW5oHJdOSLVoBVzb2JBZI2/vazPKBF4F+wLeBjsDPgT+a2RV1HLcH8BrwATAA6AU8DUwzs2GpjltEpD7MrCNwPXC5uz/l7lvcvdLdn3H3n5tZazP7m5ktDR9/M7PW4bHDzazMzH5pZsuBe+OVhfseb2azzWy9mb1uZvvVEk+t1wu3/yKsOV8aVs64mQ0Mt90XVoA8Z2ZbgCPM7Idm9q6ZbTSzJWZ2Xcy5+ofHXxBuW2dmo8zsW2b2fhjrhFT97SX7KZmWbHEzcLWZdYq30cy+Y2YzwlrcGWb2nZht081svJm9BpQDu4dlvw9vxpvN7Bkz62pmpeHNcoaZ9Y85xy3hTXKjmc0ys+8mGPdPCGpnTnP3z8MPl38DVwC/N7MOtRx3HfCGu49z97XuvsndbwUeAm5K8NoiIunybaAN8I9ato8DDgGGAPsDw4Bfx2zfDehCUPFQFK/MzA4EJgOXAl2BO4EpsUlyItczsxHAVcBRwEDg8DjHnwWMBzoA/wO2AOcCnYAfApeZ2Uk1jjkY2BM4g6CGflx4jX2B080s3nWkBVAyLdliJjAduLrmBjPrAvwLuJXgBvsX4F9m1jVmt58Q3KA7AIvCsjPD8t7AHsAbBLUfXYC5wG9ijp9BcFPuAjwMPG5mbRKI+2hgqrtvqVH+JFBAcLOv7bjH45Q/Bnw3wWuLiKRLV2C1u1fVsv1s4Hp3X+nuq4DfEtx/q0WB37j7dnffWkvZJcCd7v6Wu0fc/X5gO/Hvo3Vd73TgXnf/yN3Lw201/dPdX3P3qLtvc/fp7v5BuP4+8AhfT8J/F+77AkHy/Uh4/S+A/wIH1PK3kWZOybRkk2uBYjPrXqP8h8Bn7v6gu1e5+yPAx8CPYva5L7xxVrl7ZVh2r7vPd/cNwFRgvru/GH4YPE7Mjc/dH3L3NeHxfwZaA4MSiLkbsKxmYXiN1UDN11LncWFZLkFSLyKSLdYA3epo29yLryoyCJd7xayvcvdtNY6pWdYP+FnYbGK9ma0H+tY4TyLX6wUsidkWuxy3zMwONrNXzGyVmW0ARhHcp2OtiFneGme9fZzrSAugZFqyhrt/CDwLjK2xqeZNk3C9d8x6vJtlwjc+M/uZmc0Nm5GsJ2j7XPNGGs9qoGfNwvADpxuwyszODpuabDazqXUdF5Z5uF1EJFu8AWwDajZ9qLaUIBmuVhiWVfM4x9QsWwKMd/dOMY+CsAKlPtdbBvSJ2dY3gWs/DEwB+rp7R2AiYHGOE/kaJdOSbX5D8FNfbKJc86YJwY3zi5j1eDfqhITto39J8NNgZ3fvBGwgsRvpi8CxFjMSSehUoBJ4291L3b19+Dg25rjT4pzvdOBNd69oyGsREUmF8Be+a4HbzOwkMyswszwzO9bM/kjQLOLXZtbdzLqF+9Z3SNG7gFFhLbGZWbuwY2C8vid1Xe8x4AIz28fMCsJtO9MBWOvu28JO4GfVM3ZpwZRMS1Zx93nA3wk68FV7DtjLgvFNW5nZGcBgglrsZOgAVAGrgFZmdi2wS4LHPgiUEbSx7h9+uBxD0L77j+EHUDy/Bb4TdpzsYmYdzKwYuIAd23KLiGQFd/8LQce+XxPcL5cAYwhGIvo9Qd+X9wlGKXonLKvP+WcSVKZMANYB84Dza9m91uu5+1SCe/Ar4TneCI/ZXsflRwPXm9kmguT7sfrELi2buTe4Qk8kKcxsIXCxu78YrvcFPiOooR0elh0G3ELQM3secKW7/y/cNh14yN3vjjnnDmVm9nugj7ufH64fBUx094EWjDE6iaCmeAvwV4Ib68Xu/mI4RNJAdz+nlvi7AH8g+PmzK0Gb518BN7l7tI7X/Q3gRuB7QDtgEzAy/CAQEZEkMLN9gA+B1nV0oBRpMCXTIklkZnkEnR2/AM73BP+DmVkf4E2Cnu33pDBEEZFmz8xOJhgFqh1wPxB199rae4s0ipp5iCRROJLIqcB8EhsNpPq4MuBYoKeZqUe4pISZTTazlWb2YS3bzcxuNbN54WQUB8ZsO8/MPgsfO53hUyTDLiVoijIfiACXZTYcac5UMy0i0kKY2feAzcAD7v6NONuPA4qB4wgmqLjF3Q8OmzLNBIYSdPadBRzk7uvSFryISJZSzbSISAvh7v8B1taxy4kEiba7+5tAJzPrCRwDTAtn61wHTANGpD5iEZHsp2RaRESq9WbHMdvLwrLaykVEWrzaZjLKSt26dfP+/ftnOgwRkXqbNWvWanevbUbMbBFvbHWvo/zrJzArAooA2rVrd9Dee++d0IVXbtrOio01J8iDHru0YdcOrRM6h4hIMiV6325SyXT//v2ZOXNmpsMQEak3M6s5i2c2KmPH2eL6EEyaVAYMr1E+Pd4J3H0SwVCTDB061BO9Z780dwXFj7xLeUXky7KC/FxKRh7Akfv0SPwViIgkSaL3bTXzEBGRalOAc8NRPQ4BNrj7MuB54Adm1tnMOgM/CMuSZvigXRnStxMWqQCPUpCfy5C+nRg+aNdkXkZEJOkyXjMdTpgxE/jC3Y/PdDwiIs2VmT1CUMPczczKCGbbzANw94kEs40eRzAxUjnBjJy4+1oz+x0wIzzV9e5eV0fGesvNMR686GC+fcpFVLTblT//+qcMH7QruTnxWpiIiGSPjCfTwJXAXBKfvllERBrA3UfuZLsDl9eybTIwORVxVcvNMQrWL6Bg/QI17RCRJiOjzTzCWd9+CNy9s31FRERERLJNpttM/w34BRDNcBwiIo1SWgr9+0NOTvBcWprpiEREJB0ylkyb2fHASneftZP9isxsppnNXLVqVZqiExFJXGkpFBXBokXgHjwXFSmhFhFpCTJZM30ocIKZLQQeBb5vZg/V3MndJ7n7UHcf2r17tg/RKiIt0bhxUF6+Y1l5eVAuIiLNW8aSaXe/xt37uHt/4EzgZXc/J1PxiIg01OLF9SsXEZHmI9NtpkVEmrzCwvqVi4hI85EVybS7T9cY0yLSVI0fDwUFO5YVFATlIiLSvGVFMi0i0pSdfTZMmgT9+oFZ8DxpUlAuIiLNWzZM2iIi0uSdfbaSZxGRlkg10yIiIiIiDaRkWkRERESkgZRMi4iIiIg0kJJpEREREZEGUjItIiIiItJASqZFRERERBpIybSIiIiISAMpmRYRaUHMbISZfWJm88xsbJztfzWz2eHjUzNbH7MtErNtSnojFxHJTpq0RUSkhTCzXOA24GigDJhhZlPcfU71Pu7+05j9i4EDYk6x1d2HpCteEZGmQDXTIiItxzBgnrsvcPcK4FHgxDr2Hwk8kpbIRESaKCXTIiItR29gScx6WVj2NWbWDxgAvBxT3MbMZprZm2Z2UurCFBFpOtTMQ0Sk5bA4ZV7LvmcCT7h7JKas0N2XmtnuwMtm9oG7z9/hAmZFQBFAYWFhMmIWEclqqpkWEWk5yoC+Met9gKW17HsmNZp4uPvS8HkBMJ0d21NX7zPJ3Ye6+9Du3bsnI2YRkayWsWTazNqY2dtm9p6ZfWRmv81ULCIiLcQMYE8zG2Bm+QQJ89dG5TCzQUBn4I2Yss5m1jpc7gYcCsypeayISEuTyWYe24Hvu/tmM8sD/mdmU939zQzGJCLSbLl7lZmNAZ4HcoHJ7v6RmV0PzHT36sR6JPCou8c2AdkHuNPMogQVMTfGjgIiItJSZSyZDm/Sm8PVvPBRW9s9ERFJAnd/DniuRtm1Ndavi3Pc68A3UxqciEgTlNE202aWa2azgZXANHd/K5PxiIiIiIjUR0aTaXePhBMA9AGGmdk3au5jZkXhUEwzV61alf4gRURERERqkRWjebj7eoKe4SPibFPPcBERERHJSpkczaO7mXUKl9sCRwEfZyoeEREREZH6yuRoHj2B+80slyCpf8zdn81gPCIiIiIi9ZLJ0TzeJ86A/yIiIiIiTUVWtJkWEREREWmKlEyLiIiIiDSQkmkRERERkQZSMi0iIiIi0kBKpkVEkiUahVdfBfdMRyIiImmiZFpEpLE2bYIJE2DwYBg+PEioRUSkRVAyLSLSUJ9+CldcAb17Q3ExdOwIDz4I3/52piMTEZE0yeSkLSIiTU80ClOnQkkJPP885OXBGWcEyfSwYZmOTkRE0kw10yIiMUpLoX9/yMkJnktLww3r18Nf/wp77QXHHw/vvw/XXw9LlgS10UqkRURaJCXTItJi1Joox2wvKoJFi4I+hIsWwV8unsOnR42GPn3gqqugRw945BFYuBD+7/+CdRERabGUTItIixAvUS4q2jGhHjcOysshhwgn8E+mcRSztu1Lv5cmw2mnwaxZ8NprcOaZkJ+fuRfTCGY2wsw+MbN5ZjY2zvbzzWyVmc0OHxfHbDvPzD4LH+elN3IRkeykZFpEmp14NdDViXKs8vKgvNqmRWu5mpuZx0D+yUkM4hOu4Qb6sgTuvRcOPDCdLyPpzCwXuA04FhgMjDSzwXF2/bu7Dwkfd4fHdgF+AxwMDAN+Y2ad0xS6iEjWUjItIk1azcR59Oj4NdCLFsU/fvFi4IMPoKiIMuvDzfyCxRRyKk8wgM+5kWso6Nc9ja8opYYB89x9gbtXAI8CJyZ47DHANHdf6+7rgGnAiBTFKSLSZGg0DxFpsqqbblTXOC9aBBMnfn3OlPJyyM2FSOSrslyqOJF/8vP8EtjvVWjbli8OP5uz3yzm7W37fblfQQGMH5+GF5MevYElMetlBDXNNZ1qZt8DPgV+6u5Lajm2d6oCFRFpKlQzLSJNRs1a6Cuv/HrTjdomH4xEgsS4K6sZyx9YwO48yY/5RoeF8Mc/QlkZA1+5iyvu3o9+/cAM+vWDSZPg7LNT/MLSx+KU1fyLPQP0d/f9gBeB++txLGZWZGYzzWzmqlWrGhWsiEhTkLGaaTPrCzwA7AZEgUnufkum4hGR7BavFro+jtvtHW7ds4Q+/32E1mznf22O5PPLSjj85uODauvQ2Wc3q+S5pjKgb8x6H2Bp7A7uviZm9S7gpphjh9c4dnrNC7j7JGASwNChQzWvuog0e5ls5lEF/Mzd3zGzDsAsM5vm7nMyGJOIZKl4HQhrYxbUULeiklN4iitzSvjO8tdgUzu47EIYM4bDBsfrd9fszQD2NLMBwBfAmcBZsTuYWU93XxaungDMDZefB26I6XT4A+Ca1IcsIpLdMpZMhzfrZeHyJjObS9D+Tsm0iHzN4sWJ7VdQAGNOW8GuT0/izA0T6c1SNnXbA8b+BS64ADp1Sm2gWczdq8xsDEFinAtMdvePzOx6YKa7TwGuMLMTCCo81gLnh8euNbPfESTkANe7+9q0vwgRkSyTFR0Qzaw/cADwVmYjEZFsVVgYv2lH167Qvn2QbP+ox9v8bY8SBjzyGFRUwDHHQPEkOhx7bNDQWnD354DnapRdG7N8DbXUOLv7ZGBySgMUEWliMp5Mm1l74Eng/7n7xjjbi4AigMLCwjRHJyLZYvz4HdtMQ1ALXfKn7Yxs9TiUlMDbb8OWDnDppXD55TBoUOYCFhGRFmGnVTVmtoeZtQ6Xh5vZFWaWlN9JzSyPIJEudfen4u3j7pPcfai7D+3evdmM9SoiCYgdvWPcODjvPL4caeNbvZfy5g+uZeTYfvCTn8CGDUFCXVYGt96qRFpERNIikZrpJ4GhZjYQuAeYAjwMHNeYC5uZheeb6+5/acy5RKT5iTd6x/33OU/9/A2O+bQEnngC/hmB446D4mI4+mg15RARkbRLJJmOhp1WTgb+5u4lZvZuEq59KPAT4AMzmx2W/SpszyciLVzs6B2t2caZPErx1hIOuv4d6NgxSKAvvxz22COzgYqISIuWSDJdaWYjgfOAH4VleY29sLv/j/iTAIiIsHgx9GEJl3EHl3AX3VnNRwzmMu7gjrJzgl6HIiIiGZZIMn0BMAoY7+6fh+OTPpTasESkxXKH//6XZ9veyg/Kn8ZwpnACJRTzCkfQr5+B8mgREckSO02m3X2Omf0SKAzXPwduTHVgItLClJfDww+z7ncldF78PofQmb9yFbcxmkX0B4LRO8aPz2yYIiIisRIZzeNHwGzg3+H6EDObkurARKSFWLgQfvEL6NMHLrmEsiVwMXfRhzJ+wR9ZbP2BYBSPSZOa9VTfIiLSBCXSzOM6YBgwHcDdZ4dNPUREGsYdXn45GMrumWeCse5OPpnT/1vM4yu+S2x3CvcgkV64MGPRioiI1CqRZLrK3TcEI9l9yVMUj4g0Z5s3w0MPBUn0nDnQrRuMHcs/eozip3/py6IV8Q9LdCpxERGRdEskmf7QzM4Ccs1sT+AK4PXUhiUizcr8+XDbbTB5cjC5yoEH8nrRfVzw7zP49IY2mAU10LXR5KciIpKtEkmmi4FxwHbgEeB54HepDEpEmoFoFKZNC2qhn3sOcnNZOPTHXPV5Mf9459vYu/ZlAl1XIq1OhyIiks0SGc2jnCCZHpf6cESkydu4Ee6/n403TGCX5Z+ynB482Pb/uJNLmf9mry93qyuBrtavX5BIq9OhiIhkq1qTaTN7hjraRrv7CSmJSESapCl/+pQ110/g1E33sQubmMPBlPAQT/BjKra2rvf51OlQRESagrpqpv+UtihEpGmKRmHqVJZeU8IJHzxPBXn8nTMooZgZDGvwadW0Q0REmopak2l3fzWdgYhIE7J+Pdx7b9CpcP58cnJ78X9czySKWEmPBp2yuhOimnaIiEhTUlczj8fc/XQz+4A4zT3cfb+URiYi2WfOnKBD4YMPwpYtzGh9KH9iPE9FTqGKvHqfTgl0+pnZCOAWIBe4291vrLH9KuBioApYBVzo7ovCbRHgg3DXxWruJyJSdzOPK8Pn49MRiIhkqUgEnn02SKJfeolIXmsezTmLPzOGd7cf2ODTdu0Kt9yiBDqdzCwXuA04GigDZpjZFHefE7Pbu8BQdy83s8uAPwJnhNu2uvuQtAYtIpLlap1O3N2XhYuj3X1R7AMYnZ7wRCRj1q6Fm2+GgQPhpJP4YvqnXMMN9Kgs45ztk3mXxBPpdu2C5NksqIV+6CFYvVqJdAYMA+a5+wJ3rwAeBU6M3cHdXwlHcQJ4E+iT5hhFRJqUWpPpGEfHKTs22YGISJZ4/3245BLo0wd+8QteK+vHqTxBv8gCbuQa1tAt4VNVJ86bNwfJczQajNChJDpjegNLYtbLwrLaXARMjVlvY2YzzexNMzsp3gFmVhTuM3PVqlWNj1hEJMvV1Wb6MoIa6N3N7P2YTR2A11IdmIikUVUVPP00K/6vhB4f/4dy2vIQ5zCBMXxQVf/uERrWLmtZnLK4Q6Ca2TnAUODwmOJCd19qZrsDL5vZB+4+f4eTuU8CJgEMHTo0gdHERUSatrraTD9MUCPxB2BsTPkmd1+bjIub2WSCNtkr3f0byTiniNTDqlXMvvwudn3qDnpFyiinP1dzM5O5kHV0adApNaxdVisD+sas9wGW1tzJzI4imKjrcHffXl3u7kvD5wVmNh04AJhf83gRkZakrjbTG9x9obuPJLgBVxLUYLQ3s8IkXf8+YESSziUiiXrnHbjgAip79mXI4+OYExnECfyTgczjz1xd70Q6J7yT9OsHkyapGUcWmwHsaWYDzCwfOBOYEruDmR0A3Amc4O4rY8o7m1nrcLkbcCgQ23FRRKRF2ul04mY2BrgOWAFEw2IHGj00nrv/x8z6N/Y8IpKAykp48slgVI7XX2dbq3ZMjlzIBMYwl8ENOqUZjBoFt9+e5FglJdy9KrynP08wNN5kd//IzK4HZrr7FOBmoD3wuJnBV0Pg7QPcaWZRgoqYG2uMAiIi0iLtNJkG/h8wyN3XpDqYeMysCCgCKCxMVoW4SAuyYgXceSdMnAjLlrFp1z24seCv3FZ+PhvoVO/T5eQEHQk1NnTT5O7PAc/VKLs2ZvmoWo57HfhmaqMTEWl6EkmmlwAbUh1IbdSZRaSB3n47qIX++9+DWukRI7jtgLu54rkRRBMayGdHqoUWERH5ukSS6QXAdDP7FxDbEeUvKYtKRBpm+3Z4/PEgiX77bejQgY+PuIzz3r6ct/+9V71PpxkKRURE6pZIMr04fOSHDxHJNkuXwsSJbL3lTtpuXMnHDGICJdy/6Tw2v9Ch3qdT8iwiEohEnemfrOSjpRvZt9cuDB+0K7k58UaZlJZqp8m0u/82VRc3s0eA4UA3MysDfuPu96TqeiLNiju88Qbceis8+SQeifAyP+QWinmRo/B6NuVQMw4RkR1Fos5P7nmL2UvWs7UiQtv8XIb07cSDFx2shFq+lMhoHt2BXwD7Am2qy939+429eDjsnojUx7Zt8OijQVOOd96Bjh3hiiv41uTRzFq/R4NO2bUr3HKLaqJFRGJN/2Qls5esp7wiAkB5RYTZS9Yz/ZOVHLlPj7jHuDse9vDycP2r5erysMxjj6ulvJbY3GvvRlb7MbUeUvtBjeS1nDj2bxSse8xyzLFf2+/rf6cdzlHjcq3zcti1QxtSKZFmHqXA3wkmVxkFnAdojliRdFuyBO64A+66K5ibe999YeJEHm11Dhdf2Y4tWxp22ssuU220tFwbt1VStnZrpsNIqdqSmbj7ZlE3//rGEvs6ax5b81SxiejXt321PG3OCraGiXS1rRURps1ZQYc2eXETZckunQrysiKZ7uru95jZle7+KvCqmb2a0qhEJOAO//lPUAv99NPB+gknQHExpUuP4NJR1uAkGpRIi1RFnA1bKzMdhmSpvp0LyG+Vw/aq6Jdl+a1y6Nu5gEhU2bMEEkmmq+8yy8zshwRTz/ZJXUgiQnk5lJbChAnw/vvQpQv87GcwejT068fo0UEldUOpWYeINFXRqDN7yXoWrtlC/67tGNK3Ezkpar88pG8nBu7ano8Wr4bcVrTOa8XAXdszpG/9x+iX9ItGnbcWrGHanBUp7TyaSDL9ezPrCPwMKAF2AX6a9EhEBBYuhNtug3vugXXrYP/94e67YeRISv9RwJUHwZoGTJ+k5FlEmoNo1Llh6lzmrdxMRVWU/FY5DNy1Pb86dp+UJNQ5Ocavjt2HS6/8GZH2PRgzqiilybskT/V7Zf6qzWyvjKa082gio3k8Gy5uAI5I6tVFJGi68fLLQVOOZ54JhtU45RQoLobDDgOzBtVEm8GDDyqBFpHmY/aS9cxbufnLZhfbq6LMW7mZ2UvWc2C/zim5Zk6Okb9mHqyZx4H9fpmSa0jy1XyvJNJ5tKESGc3jXuL08XT3C5MaiUhLs3lzkO1OmABz5kC3bjB2LE/1uIyi6/uw5vHGnX7UKCXSItK8LFyzhYqY9ssAFVVRFq7ZkrJkWpqmeO+VrRUR5izdmP5kGng2ZrkNcDJBu2kRaYh584KmHPfeCxs2wEEH8XrRfZz2xBksvaHxPY7bt4eJE5VIi7Rk6WxXnE79u7aL2yGwf9d2GYxKslG890rb/FwG99ol6ddKpJnHk7Hr4UQrLyY9EpHmLBqFadOCCVamToXcXBZ+6zRGfVTM87MOgVmN/5BTEi0ikP52xemkDoGSqJrvlYLWeQzp24nhg3ZN+rXqN0VaYE+gMNmBiDRLGzdCSQkbe+8DI0aw/LlZXOfX0rNqMQPeeJjnN34baPyH22WXwaZNSqRFZMe2os6O7YqbuuoOge3nPE3bz//LFd/fs1l8SZDkq36vdPz4n3Qqe42SkQekbObKRNpMbyJoM23h83JALfBF6vLJJ3xSPIHe0+6jPZuZw8GU8BCPcxqV5CftMhqlQ0Rqau7titUhUBKVk2O0Xjufgs0Lk95Oeofr7GwHd+/g7rvEPO9Vs+mHSEtWWhr0HcyxKMfbszxvx8Dee9N/2iSe4mS+xdt8mzd5mLOTlkgfeWQwCMjq1UqkpX7MbISZfWJm88xsbJztrc3s7+H2t8ysf8y2a8LyT8zsmHTGLYmrbisaS+2KRVKnzpppM2sLnA0MDotmAk+4e0WqAxPJVqWlcOmlfDnzYEfWcwH3cjm3MZD5fEEvfs3vmEQRq0hu26ycnODamrVQGsLMcoHbgKOBMmCGmU1x9zkxKIPnzwAAIABJREFUu10ErHP3gWZ2JnATcIaZDQbOBPYFegEvmtle7r7jXMtNSCTq/OfTVbw2b3Wz6qSndsUi6VVrMm1m3wSeAV4FZhE08zgG+KmZHQ1c7e6/TkuUIhlUWgpXXvn1yVIG8xFjmMC5PEA7yvkvh/ErbuAfnEwVeY2+rjoUSgoMA+a5+wIAM3sUOBGITaZPBK4Ll58AJpiZheWPuvt24HMzmxee7400xZ5Ukajzk3ve4t3F69lWGWlWnfQ00YhIetVVM30rcIm7T4stNLOjgA+Bj1IZmEgm1JY4V8shwo94hmJKOJKX2UZrHuYsSihmNgckJQa1g5YU6g0siVkvAw6ubR93rzKzDUDXsPzNGsf2rutiC1Zt4Yw765drLxt8BkC9j6uvdeUVzFu5mWg4i8L2qihzlm3kl0+9T4c2iYwaWz/uzubtEbZVRmiTl0v71rkE31FSZ1vf4J/22Q+W8uwHzWtE241Dghvk9c+mJxVJ9/UkedbtdxYbclJ7T6nrjtGzZiIN4O4vmlklwXjTIk1SzaYaO9OZtVzM3YzmdvqziMX0ZSx/4G4uZg3dGhWLmm5IGsXL3mpOylXbPokci5kVAUUA7XvuUd/4GLL/kHof0xDl2yNfJtLV3GF7ZSTpybS7s3jtVsq3VwKG5Rht83Ip7NI2pQn1noO/kbJz1+TufDpvAeTm06tXz5R/WUjna8vE9T6b82HarpvOa2Xienvv+00K8nNTeo267hg5ZtY6/EnvS2bWBqh09/LGXtzMRgC3ALnA3e5+Y2PPKRLPzmqca7Mf71FMCWdTSlu28QrDuYq/MIUTiCQ059HXqeZZMqgM6Buz3oevT8JVvU+ZmbUCOgJrEzwWd58ETAIYOnSo//3Sbyct+GR6ae4Kih95l/KKr5p8t26Vw/nfGZD0ES/eWbSOW1/+DCzoFOgeNDP50X69m8XoGtXjWkfbdILcVqzatJ2ObZtHk5lMufzhawC49hdTUnqdaNS59Pl7iLTvwfHf/EFamgOl67VV61SQxz49GzZRy2OjEtuvrtE8HgCerNGTuz/wGPBgg6KKEdMR5liCDo4jww4uIkk1ejScc07iiXQuVZzKE0zncN5jCGfxMA9wLt/kfb7PK/yDU+qdSHftCg89pBE4JONmAHua2QAzyyfoUFjzE20KcF64/GPgZXf3sPzMcLSPAQRzDrydpriTbvigXRnStxNt83IxgkQ6VZ306hqqrjmoHteaVvlgOc1qXOvmrPpL0ObBJ7F1wHe59eXPgi9FNX+ykZ2qNSNw99+b2RjgP2ZWEBZvAf7k7iVJuHYiHWFEGqy0FC68ECoSHHumG6u4hLu4jDvoSxmf05+ruZnJXMg6uiR0DtU6SzYL20CPAZ4n+EVwsrt/ZGbXAzPdfQpwD/Bg2MFwLUHCTbjfYwT36Crg8qY8kkdujvHgRQfzzHtLUz6aR3OfAru5j2vdXO3wJYgdJ/fRv1v91Fm95u4TCHpydwjXNyXx2ol0hBGpl/q2hQY4kFkUU8KZPEobtjONo7ic2/gXPyRK7e2sNNqGNEXu/hzwXI2ya2OWtwGn1XLseGB8SgNMo9wc43t7dafHLm1Sep3qoepqTu/dXIaqa+5fFtItGnUqug4k0r4H7yxal7IvefoSlDwJ/Vad5CS6Wr07sxQWahZz+bqGJNCtqORUnuQKbuU7vMFm2nEPFzGBMXzMPrUep5pnEamv6qHqZi9Zz8I1W5rVmNbQ/L8spFNs0wtyW3Hry5+lbMhGfQlKnuSP/5O4BnVmSU9oks0a2pkQoAfLKWISo5hIL5bxGQO5kr9xH+ezkY477KvEWUSSJSfHOLBf52ZZ49fcvyykUzqbXuhLUPJkMpn+siMM8AVBu7yzMhiPZLmG1EBXG8ZbFFPC6TxGPpVMZQQXczcv2AiKRuWwQcPSiYg0WHP+spBO6Wx6oS9BybPTZDrsfPgzoNDdLzGzPYFB7v5sYy5cW0eYxpxTmpfG1EAD5LOd03mMYkoYxgw20oE7uIy78y9n7OS9eE41ziIikkXS3fRCX4KSI5Ga6XsJphOvHiy0DHgcaFQyDfE7wkjL1djkuVpPljKKiVzKnfRgJXPZm8uZwIOcyzmXdeAD1UKLiEgWUtOLpimRZHoPdz/DzEYCuPtWS/UcqNJiNKbpxo6c7/A6xZRwKk+SS4RnOZ4Sinmz3VFMvNO4TTXRIiKSxdT0omlKJJmuMLO2hCNtmNkewPa6DxGpXbJqoAFas42RPEIxJRzIu6yjE7dyBfcVXM7YSbszTQm0iIg0Ic256UW6hv1Lt0SS6d8A/wb6mlkpcChwfiqDkuartBQuuAAqKxt3nr4s5jLu4BLuohtr+JB9ucwm0vqic/jbXe34WXLCFRERkSRI57B/6bbTZNrdp5nZO8AhBGNDX+nuq1MemTQryamNdg7nVYop4SSeBmBq/om0ubqYo34/nDvU+khE6im/VQ7d2udnOoyUqs+Ysl6Pnb1eZ66/esVSY9+asdV1rthtdR3nX5Z5zPJXW9ypUR5v35arOc+4WGsybWYH1ihaFj4Xmlmhu7+TurCkORk9Gu64o+HHt6WcsymlmBL24wPW0oWPj/85+064jOP79UteoCLS4rRv3Yo9e3TIdBjSQrjHS7zDMmKS8Jikvr5JeG371/blJ5VJfuypX5u3Ou6wf1srI+zbe5cgjhqvP+G/U8xTzW35uTlJez21qatm+s91bHPg+0mORZqZxnYu7M/njOZ2LuIeurAO9t8frriHLiNH0qVt2+QGKyIikmLV4zfs+ENqy/hV9YDCTrTNz6W8IvJlWdv8XA4o7MQubfIyGFnj1ZpMu/sR6QxEmofGN+dwjm/zErcPLqHvu89ATg6ccgoUF8Nhh9W8A4mIiEgTMHzQrgzp24nZS9aztSJC2/xchvTtxPBBu2Y6tEZLZNKWNsBo4DCCGun/AhPdfVuKY5MmpLG10IVdNvP4CQ8y7K0SmDsXlnSHX/0KRo2CPn2SG6yIiIikVW6O8eBFBzP9k5XMWbqRwb12YfigXclt4p0PIbHRPB4ANgEl4fpI4EHgtFQFJU1LY9pE78E87tzvNo5cdC/ctwEOOgjuvx9OPx3atEluoCIiIpIxuTnGkfv04Mh9emQ6lKRKJJke5O77x6y/YmbvpSogyX6NbcphRPkBL3AFJYxgKjlzcuG004KmHIccoqYcIiIi0mQkkky/a2aHuPubAGZ2MPBaasOSbFFaCuPGwaJFQY7bmF6/HdjI+dzHuI4T6LHhM9htN7j02qB9SM+eyQtaREREJE0SSaYPBs41s8XheiEw18w+ANzd90tZdJIx8dpANzSRHsTHjGEC53E/HdgM+xwCxdfBj38M+c17fFeRbGFmXYC/A/2BhcDp7r6uxj5DgDuAXYAIMN7d/x5uuw84HNgQ7n6+u89OR+wiItkskWR6RMqjkIxK5vTe1XKIcCxTKaaEY3iBSKt8cs86M2jKMXRo8i4kIokaC7zk7jea2dhw/Zc19ikHznX3z8ysFzDLzJ539/Xh9p+7+xNpjFlEJOslMgPiIjPrDPSN3V+TtjQPyZreu1pH1nMhkxljt7G7L4BeveCy35FbVAS7Nv3hb0SasBOB4eHy/cB0aiTT7v5pzPJSM1sJdAfWIyIicSUyNN7vgPOB+cRMRIMmbWkWxo1LTiI9mI8opoSf8CDtKIdDD4PiP8DJJ0Ne0x6MXaSZ6OHuywDcfZmZ1fnt1syGAfkE9/5q483sWuAlYKy7b09ZtCIiTUQizTxOB/Zw94pkXdTMTgOuA/YBhrn7zGSdW+pn8eKd71ObHCKcwBSKKeH7vMJW2vDF4Wcx8K9j4IADkhekiCTEzF4EdouzaVw9z9OTYAjU89y9ev7fa4DlBAn2JIJa7evjHFsEFAEUFhbW57IiIk1SIsn0h0AnYGUSr/shcApwZxLPKfVQPUpHQzoVdmENF3EPY3JupzC6CAoLYfSNtL34YgZ27Zr8YEUkIe5+VG3bzGyFmfUMa6V7Uss93cx2Af4F/Lp6FKfw3MvCxe1mdi9wdS0xTCJIthk6dGgjxv8REWkaEkmm/0AwPN6HwJc/6bn7CQ29qLvPha/mqJf0iB3mrr7at4dHr3mPHy4oCU60bRt8bzhc8Vf40Y+gVSJvJRHJoCnAecCN4fM/a+5gZvnAP4AH3P3xGtuqE3EDTiKoFBERafESyYDuB24CPgCiO9lXstTo0TBxYv1ront0qeTxs5/mu7NLYNx/oW1bOPdcGDMGvvnN1AQrIqlwI/CYmV0ELCacxdbMhgKj3P1igmZ93wO6mtn54XHVQ+CVmll3wIDZwKg0xy8ikpUSSaZXu/ut9T1xXW333P1rNSJ1nEft7xqhIcPemUF0xSq46y64/XYo+QIGDIA//QkuvBA6d05dwCKSEu6+BjgyTvlM4OJw+SHgoVqOV6dzEZE4EkmmZ5nZHwh+Ioxt5lHn0Hh1td2rD7W/a7iG1EYfyCyuKSiBvo/C9u1w9NFwxx1w3HGQm5u6YEVERESaoESS6ephGQ6JKdPQeFmsvrXReVRwKk9STAnf4Q0qq9rBRRcFTTn22Se1wYqIiIg0YYlM2nJEsi9qZicDJQSTAfzLzGa7+zHJvk5LU98kugfLuZQ7GcVEerKcz1sNZOaZf2PohPOhY8eUxioiIiLSHCQ0BIOZ/RDYF2hTXebuXxtfNFHu/g+CHuOSJKWlUFQE5eU733cYb3EFt3Iaj5NPJV/sfyz8oZgBxxzDgJyc1AcrIiIi0kwkMgPiRKAAOAK4G/gx8HaK45J6Gjeu7kQ6n+2czmMUU8IwZlDRdhfyi0bD5ZfTe8890xeoiIiISDOSSM30d9x9PzN7391/a2Z/Bp5KdWBSP7XNZNiLLxjFRIqYRA9WsrzT3jD+NvJ/8hPo0CG9QYqIiIg0M4kk01vD53Iz6wWsAQakLiRpiMLC2MlYnEN5jWJKOIWnyCXCC3nHk3dVMUf+4ahg7DsRERERabREkulnzawTcDPwDsFIHnelNCqpl9JS2LwZ2rCVkTxCMSUcwGzW0YlJba6kzw2jOfGnu2c6TBEREZFmJ5HRPH4XLj5pZs8Cbdx9Q2rDkkSVlsL1Fy/mZ9vu4BLuohtr+IBvcFW7Oxl2y9lcflG7TIcoIiIi0mzVmkyb2beAJe6+PFw/FzgVWGRm17n72jTFKPG4w6uv0qWohDnbngbgn5zIrVzBqxxOv27GXy7KcIwiIiIizVxd46DdCVQAmNn3gBuBB4ANhDMSSgZs2cJbF01ibuv94YgjGFY+nZv5ObuzgFN5ilcZDlitHRJFREREJHnqauaRG1P7fAYwyd2fJGjuMTv1ockOPv+cOWNuo9fUezjY1/MuQ7iQe3iEkWyj7dd2LyzMQIwiIiIiLUydybSZtXL3KuBIoCjB4yRZ3OGll1jyyxJ6v/MMe5HDk5xKCcW8xqFA/FE5Cgpg/Pj0hioiIiLSEtWVFD8CvGpmqwmGx/svgJkNJGjqIamyeTM88ABMmABz59KG7tzAr5jIKL6gz04PnzQJzj47DXGKiIiItHC1JtPuPt7MXgJ6Ai+4u4ebcoDidATX4sybFyTQ994LGzfC0KFc1fV+bl9zOtu/msm9Tv36KZEWERERSZc6m2u4+5txyj5NXTgtUDQKzz8PJSUwdSrk5cFpp/HvvYoZNflgFq1JfIIVNe8QERERSa+6RvOQVNq4EW69FfbeG447Dt59F667DhYtovS4Uk794yEsWrzzRDon/Bfs10/NO0SkdmbWxcymmdln4XPnWvaLmNns8DElpnyAmb0VHv93M8tPX/QiItlLyXS6ffwxjBlDZY/ecOWVvP5ZN4raP0zPikXk/PY3dPtmT849F8rL6z5N167w0EMQiQT9FBcuVCItInUaC7zk7nsCL4Xr8Wx19yHh44SY8puAv4bHrwM0kr2ICEqm0yMSgWeegR/8APbZh8idd/FY5SkMZQaH8jp3bR7J8rX5uMOaNUHLj9r06xck0atXK3kWkXo5Ebg/XL4fOCnRA83MgO8DTzTkeBGR5iwjQ9yZ2c3AjwgmhZkPXODu6zMRS0qtWweTJ8Ptt8OCBdC7N/z+9wybeAnvlO1a79P16xfUQIuINEAPd18G4O7LzKy2m1AbM5sJVAE3uvvTQFdgfThUKkAZ0DvewWZWRDiUaqEGvBeRFiBTNdPTgG+4+37Ap8A1GYojNT78EEaNgj594OqrgyT6scfg889h3Dje/aL+ibQ6F4rIzpjZi2b2YZzHifU4TaG7DwXOAv5mZnsQf1B7j1OGu09y96HuPrR79+4NeBUiIk1LRmqm3f2FmNU3gR9nIo6kqqoKmnKUlMArr0CbNkE7jDFjYMiQHXYtLIRFixI/dW6uOheKyM65+1G1bTOzFWbWM6yV7gmsrOUcS8PnBWY2HTgAeBLoFDORVx9gadJfgIhIE5QNbaYvBKZmOogGW7MGbroJ9tgDTjkF5s+HG2+EsjK4++4vE+nSUujfPxh9Y/NmyE+wH3xBAdx/vxJpEWm0KcB54fJ5wD9r7mBmnc2sdbjcDTgUmBPOM/DK/2/v7qOkqu87jr8/QhTxGWJ85EENFQlFjKtVc9qImNYaBRK1mrO1+JBwaKwaTerDWY/mxNqjtYkPB5/QGEyzMSo+QI3xiRixtloXXRFjVCqCEAygISYS0ci3f9y7cdjM7M7Ozuzde/fzOmfO3PnNnXu/v9l5+O5vvvf++Gjgo+zjzcwGooaNTEt6FNi1zF0tETEvXaeFpC6vtYvt9M/6u/b2ZBT6hz+E996DSZPg6qvh2GNh8OZPa2srzJjx0Rk63norOZ308OHw9tswbFjS3nl55MiktMOJtJnVweXAnZJOB1YAJwBIagJmRsSXgf2AmyRtIhlsuTwifp4+/nzgR5L+BXgO+G5fd8DMrD/SRxMb9vGOpenATGByRHRzIrhEU1NTtLW1NTawrnzwAdx3X5JEP/FEMmx88slJKcf48RUfNnp0+bIOH1BoNnBIWpTWIg8YmX9mm5n1QrWf21mdzeMoklGOz1abSGdqzRq4+Wa44QZYtQr23hu+/W049VTYqey8B5tZsaJn7WZmZmaWD1nVTM8CtgMeSWfZujGjOLrW1gbTp8OIEXDRRTBuHMyfD6+8Auee22UiXVojvUWFZ7k/Va2YmZmZWc9ldTaPT2ax36q8/z7MnZuUcjz1FGy7LXzlK0kpx9ixVW2ic430hx/+6To+1Z2ZmZlZ/mWSTPdLb74JN90EN96YLI8ZA9dcA6ecAttv36NNtbSUnw580KBkdkMfWGhmZmZWDAM7mY6Ap59ORqHvuis5wPDoo+HMM5OpvyvVZ3SjUi30pk1dTxVuZmZmZvkyMJPpjRvhjjuSJLqtLRl5/upX4YwzkhHpXqo0KYtrpM3MzMyKpT9M2tJ3Vq1KDiQcMSI5sPDdd+G665L2q6/uVSLd3aQsrpE2MzMzK57ij0xHwJNPJqPQd9+d1Fkce2xSyjF5Mki93kV3k7K4RtrMzMysmIqbTP/+93D77UkS3d4OO+4I55yTlHPstVddd1XugMMPPkhOBLJuXV13ZWZmZmb9SPGS6RUr4Prr4ZZbkiHi8eNh9uxkWHjo0IbtsiftZmZmZlYMxUimI+Dxx+Haa2HevKRt2rSklOOzn61LKUdXfMChmZmZ2cCU7wMQN25MRp0nTIBJk2DhQjjvPFi2LKmPPvzwhifSkNRDdx709gGHZmZmZsWX75FpCS65BHbbDW69FU46Cbbeus/D6DiwsKUlKe3wAYdmZmZmA0O+k+ktt0zOE7377n0yAt2V5mYnz2ZmZmYDTb6TaYA99sg6AjMzMzMboPJdM52B0slZRo9ObpuZ9XeShkl6RNKr6fVOZdaZJKm95PKepGnpfXMkLSu5b2Lf98LMrP9xMt0DHZOzLF+enEBk+fLkthNqM8uBC4AFETEGWJDe3kxEPBYREyNiInAEsAF4uGSVf+64PyLa+yRqM7N+zsl0D5SbnGXDhqTdzKyfmwrcli7fBkzrZv3jgZ9ExIZu1jMzG9AySaYlXSppcfpT4cOSds8ijp7y5CxmlmO7RMRqgPT6E92sfxJwe6e2y9LP7qskbdWIIM3M8iarkekrI2JC+lPi/cDFGcXRI5UmYfHkLGbWH0h6VNKSMpepPdzObsCfAw+VNF8IjAUOAoYB51d47AxJbZLa1q5dW2NPzMzyI5NkOiLeKbm5DRBZxNFTnpzFzPqziDgyIsaXucwDfpUmyR3J8pouNvV3wL0R8UHJtldHYiPwPeDgCjHMjoimiGjaeeed69c5M7N+KrOaaUmXSXoDaCYnI9PNzcmEi6NGJae1HjUque3zS5tZDswHpqfL04F5Xaz7JTqVeJQk4iKpt17SgBjNzHJHEY0ZFJb0KLBrmbta0lGSjvUuBIZExCUVtjMDmAEwcuTIA5cvX96IcM3MGkrSoohoynD/w4E7gZHACuCEiHhbUhMwMyK+nK43GngSGBERm0oe/1NgZ0BAe/qY33W1z6ampmhra2tAb8zMGq/az+2GJdPVkjQK+HFEjO9uXX8wm1leZZ1MZ8Gf2WaWZ9V+bmd1No8xJTenAL/IIg4zMzMzs97IajrxyyXtC2wClgMzM4rDzMzMzKxmmSTTEXFcFvs1MzMzM6snz4BoZmZmZlYjJ9NmZmZmZjVyMl1BayuMHg1bbJFct7ZmHZGZmZmZ9TcDMpnuLlFubYUZM2D5cohIrmfMcEJtZmZmZpsbcMl0NYlySwts2LD54zZsSNrNzMzMzDrkOpmupRSjmkR5xYryj63UbmZmZmYDU26T6VpLMapJlEeOLL9OpXYzMzMzG5hym0zXWopRTaJ82WUwdOjm9w8dmrSbmZmZmXXIbTJdaylGNYlyczPMng2jRoGUXM+enbSbmZmZmXXIbTJdaylGtYlyczO8/jps2pRcO5E2MzMzs85ym0z3phTDibKZmZmZ1UNuk2mXYpiZmZlZ1gZnHUBvNDc7eTYzMzOz7OR2ZNrMzKon6QRJL0raJKmpi/WOkvSypKWSLihp30vS05JelXSHpC37JnIzs/7NybSZ2cCwBPgisLDSCpIGAdcBfwuMA74kaVx69xXAVRExBvg1cHpjwzUzywcn02ZmA0BEvBQRL3ez2sHA0oh4LSLeB34ETJUk4AhgbrrebcC0xkVrZpYfTqbNzKzDHsAbJbdXpm3DgfUR8YdO7WZmA16uDkBctGjROknLs46jgo8D67IOooGK3j9wH4uiv/ZxVKN3IOlRYNcyd7VExLxqNlGmLbpoLxfDDGBGevN3krobDS+nv/4N66HIfYNi9899y69a+1fV53aukumI2DnrGCqR1BYRFQ/qybui9w/cx6IYCH2sJCKO7OUmVgIjSm7vCfyS5EtoR0mD09HpjvZyMcwGZvcmiCL/DYvcNyh2/9y3/Gp0/1zmYWZmHZ4BxqRn7tgSOAmYHxEBPAYcn643HahmpNvMrPCcTJuZDQCSviBpJXAo8GNJD6Xtu0t6ACAddf4n4CHgJeDOiHgx3cT5wLmSlpLUUH+3r/tgZtYf5arMo5/r1c+aOVD0/oH7WBQDoY89FhH3AveWaf8lcHTJ7QeAB8qs9xrJ2T76QpH/hkXuGxS7f+5bfjW0f0p+vTMzMzMzs55ymYeZmZmZWY2cTNeJpCsl/ULSYkn3Stox65jqrdrpiPOo0hTKRSHpVklrJC3JOpZGkDRC0mOSXkpfo2dnHZPVpqjvxYHwGpU0SNJzku7POpZ6k7SjpLnp9/xLkg7NOqZ6kXRO+ppcIul2SUOyjqk3yn3fSRom6RFJr6bXO9Vzn06m6+cRYHxETABeAS7MOJ5G6HY64jzqZgrlopgDHJV1EA30B+DrEbEfcAhwRgH/hoVX8PfiQHiNnk1y4GoRXQM8GBFjgf0pSD8l7QGcBTRFxHhgEMlZfPJsDn/6fXcBsCAixgAL0tt142S6TiLi4ZLZwZ4iOQ9roVQ5HXEelZ1COeOY6ioiFgJvZx1Ho0TE6oh4Nl3+LckXnWfoy5/CvheL/hqVtCfweeCWrGOpN0nbA39FegabiHg/ItZnG1VdDQa2ljQYGEqFc8jnRYXvu6nAbenybcC0eu7TyXRjnAb8JOsgrGqVplC2HJI0GjgAeDrbSKwGA+K9WNDX6NXAecCmrANpgL2BtcD30jKWWyRtk3VQ9RARq4B/B1YAq4HfRMTD2UbVELtExGpI/rEFPlHPjTuZ7gFJj6Y1RZ0vU0vWaSH5Oa81u0hrV00fC6jqqZKtf5O0LXA38LWIeCfreKzHCv9eLOJrVNIxwJqIWJR1LA0yGPg0cENEHAC8S53LBLKS1g5PBfYCdge2kfT32UaVPz7PdA90N1WvpOnAMcDkyOk5B+swHXEeVZpC2XJE0sdIkpTWiLgn63isJoV+Lxb4NfoZYIqko4EhwPaSfhARRUnKVgIrI6Ljl4S5FCSZBo4ElkXEWgBJ9wCHAT/INKr6+5Wk3SJitaTdgDX13LhHputE0lEkM4RNiYgNWcdjPVJ2CuWMY7IekCSSesaXIuI7WcdjNSvse7HIr9GIuDAi9oyI0SR/s58WKJEmIt4E3pC0b9o0Gfh5hiHV0wrgEElD09foZApycGUn84Hp6fJ0YF49N+5kun5mAdsBj0hql3Rj1gHVW6XpiPOumymUC0HS7cD/APtKWinp9KxjqrPPACcDR6Tvv/Z0lMxypODvRb9G8+1MoFXSYmAi8K8Zx1MX6Wj7XOBZ4AWSvDDXsyFW+L67HPicpFeBz6W367fPnFYjmJmZmZllziPTZmZmZmY1cjJtZmZmZlYjJ9NmZmZmZjVyMm1mZmZmViMn02ZmZmZmNXIybTWRNLzk9E5vSlqVLq+X1Kfn35Q0sfQUU5KmSKrphPqSXpf08TLtO0j6vqT/Sy+t6cxRddVVXyR9U9I36r1PMzNWlSULAAAD3klEQVQzq52TaatJRLwVERMjYiJwI3BVujwR2FTv/UnqarbOicAfE9CImB8RdT2HJMlkC69FxD4RsQ+wFJhT531A3/TFzMzM6sTJtDXCIEk3S3pR0sOStgaQtI+kByUtkvSEpLFp+yhJCyQtTq9Hpu1zJH1H0mPAFZK2kXSrpGckPSdpajpL2reAE9OR8RMlnSJpVrqNXSTdK+n59HJY2n5fGseLkmZ01RlJnwQOBC4taf4WsL+kfSUdLun+kvVnSTolXb44jXeJpNnpDFNI+pmkKyT9r6RXJP1ld33pFFOl5/KEdF/PS1rY8z+dmZmZ9YSTaWuEMcB1EfEpYD1wXNo+GzgzIg4EvgFcn7bPAr4fEROAVuDakm39GXBkRHwdaCGZpvYgYBJwJfAx4GLgjnSk/I5OsVwLPB4R+wOfBjpmUzstjaMJOEvS8C76Mw5oj4gPOxrS5eeA/bp5LmZFxEERMR7YGjim5L7BEXEw8DXgkoh4v5u+lKr0XF4M/E3a3yndxGZmZma91NVP52a1WhYR7enyImC0pG2Bw4C70sFZgK3S60OBL6bL/wH8W8m27ipJYv8amFJSNzwEGNlNLEcA/wB/TIB/k7afJekL6fIIkn8A3qqwDQHlpgpVmbbOJkk6DxgKDCNJ5v8zve+e9HoRMLqKbSU77fq5fBKYI+nOku2bmZlZgziZtkbYWLL8IcmI7BbA+rSuujulieu7JcsCjouIl0tXlvQXPQlO0uHAkcChEbFB0s9IEvNKXgQOkLRFRGxKt7EFMAF4liShL/2VZ0i6zhCSEeOmiHhD0jc77afjefqQnr0XKz6XETEzfT4+D7RLmhgRlf5JMDMzs15ymYf1iYh4B1gm6QQAJfZP7/5v4KR0uRn4rwqbeQg4s6Tu+IC0/bfAdhUeswD4x3T9QZK2B3YAfp0m0mOBQ7qJfSlJScdFJc0XAQsiYgWwHBgnaStJOwCT03U6Eud16Wjy8V3tp4q+dMRT8bmUtE9EPB0RFwPrSEbdzczMrEGcTFtfagZOl/Q8yWjv1LT9LOBUSYuBk4GzKzz+UpIa6cWSlvDRAYGPkSSz7ZJO7PSYs0lKLV4gKaf4FPAgMDjd36XAU1XEfhowRtJSSWtJEvCZABHxBnAnsJik5vu5tH09cDPwAnAf8EwV++mqL6UqPZdXSnohfX4WAs9XsU8zMzOrkSLKlYKaWSWS9gUeIDkA8IGs4zEzM7PsOJk2MzMzM6uRyzzMzMzMzGrkZNrMzMzMrEZOps3MzMzMauRk2szMzMysRk6mzczMzMxq5GTazMzMzKxGTqbNzMzMzGr0/zXL4cQjJO8KAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_results.plot_diagnostics(figsize=(12, 8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    227.000000\n",
       "mean       0.139209\n",
       "std       57.374069\n",
       "min     -196.799149\n",
       "25%      -22.359399\n",
       "50%        3.450682\n",
       "75%       22.796552\n",
       "max      283.200000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_results.resid.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = len(df_settle.index)\n",
    "prediction = model_results.get_prediction(\n",
    "    start=n-12*5, \n",
    "    end=n+5\n",
    ")\n",
    "prediction_ci = prediction.conf_int()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            lower Settle  upper Settle\n",
      "2014-01-01   1154.104344   1370.905747\n",
      "2014-02-01   1122.193099   1338.994313\n",
      "2014-03-01   1137.423587   1354.207988\n"
     ]
    }
   ],
   "source": [
    "print(prediction_ci.head(3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7W2bMmEF8fDzbt28H4JlnnuHGG2/kwgsvZMyYMbz33nst97/88stMnTqVxMREnn766ZbXGD9+PPfeey+TJk0iNze35fqqqiqampoIDAwEwM3NjdjYWACKi4u5+uqrmTp1KlOnTuXHH38kKyuLd955h1dffZXk5GQ2bNjAqlWreOSRR0hOTubYsWNt3t+uXbu44IILmDx5MpdcckmPJmX2hrNNnyaEOKeVVDe0rG5D1yvdn+zMpa7BxHs3TcbT1fJXUbC3G4aaekxmDSedandPUVU9SsGr1yYz77WN/HHFfpbfOR1dB9faS3V9EydKaliYFN7muKuzjovGh7Lu0CkaTWZcnGRNQwhhPy9uf5FMQ6ZNnzkuYBx/SPlDn++vqalhy5YtbNy4kdtuu42MjAwA0tPT2bZtGzU1NUycOJHLLruMjIwMjhw5wvbt29E0jSuuuIKNGzcSGRnJ4cOH+cc//sFbb73V5vkBAQFcccUVjBw5krlz53L55ZezaNEidDodDz74IA899BDnn38+OTk5XHLJJRw6dIi7774bb29vHn74YQCuuOIKLr/8cq655po2z25sbOT+++9n5cqVBAcHs3z5ch5//HGWLl3a55/HmSTpFkLYjKGmvqVzCXS90n2kqJqoIC8i/D1bjgXr3TBrluuD9W7t7imuMhLo5UqIjzt/vHQ8v/88nU925nJ9SqQd3k3HDhVWomkQH+7T7twl8WF8sSef51cf4v4Lx7S0ThRCiHPBokWLAJg1axaVlZWUl5cDsHDhQjw8PPDw8GDOnDls376dzZs3s3btWiZOnAhAdXU1R44cITIykpEjRzJt2rQOX+Pvf/87+/fvZ926dbzyyit8++23vP/++6xbt65N2UhlZSVVVT3/NPTw4cNkZGRw8cUXA2AymRg2bFiffg6dkaRbCGEzhpoGEvz9Wr73cnXC1UmHobZ90n2suJqxIfo2x6yJdnFVfYdJd1FlPcF6dwB+MSWCz3fn8fzqQ8wdH9rh9fZwoHkTpbVdYGtzYkP4efJw3t+SxfIdudw0PYrbZ0YT5D0wsQkhzh39WZHuK2dn5zY11kajsc15a2nhmd93dFzTNB577DHuuuuuNueysrLw8vLqMo6EhAQSEhK48cYbiY6O5v3338dsNrN161Y8PDx6/b7AUj8+YcIEtm7d2qf7e0I+/xRC2ExpTdvyEqWUZSpldduku6HJTHZpLTEh3m2OW5PTzjqYFFXVE9KcXCuleP6qBIyNZl5YfciWb6NLGQWVBHm7tsTRmquzjteun8ia387iovGhvLvxGDNf/IH3fzwxYPEJIYS9hIaGUlRURGlpKfX19Xz11Vdtzi9fvhyAzZs34+vri6+vZXFi5cqVGI1GSktLWb9+PVOnTuWSSy5h6dKlVFdXA5Cfn09RUdezDqqrq1m/fn3L93v37mXkyJEAzJs3jzfffLPNOQC9Xt9mxfvM761iY2MpLi5uSbobGxs5cOBAj34uPSVJtxDCJuqbTFQZm9qVVFgH5LSWXVqDyawxOqTtakbrle6OFFUZ2yS7o4O9uXH6SFbtK6CoytjhPbaWkV/BhOG+7VZuWhsbquf1RRP59qELmDTSj+dXZ3KqcmDiE0IIe3FxceGpp54iNTWVyy+/nHHjxrU57+/vz4wZM7j77rtZsmRJy/GUlBQuu+wypk2bxpNPPsnw4cOZN28ev/zlL5k+fToJCQlcc8013ZaDaJrGSy+9RGxsLMnJyTz99NO8//77ALz++uvs3LmTxMRE4uLieOeddwBYsGABK1asIDk5mU2bNnH99dfz8ssvM3HixDYbKV1dXfnss8/4wx/+QFJSEsnJyW26ntiClJcIIWyirKYRoF3SHejVfhT8sWLLykZMcNvykpaV7g6SbpNZo6S6gRCftivMv0yNZMnmE3y2K497Z8f07010w9ho4mhRNXPHh/To+pgQb/73qkRmv7Kev286zuOXxdk1PiGEsLcHHniABx54oMNzV199NS+88EK742PHjmXx4sXtjj/44IM8+OCD7Y5bN2CeSa/Xs3r16g7PBQUFtay0n/na6enpbY61rv22Ju0AycnJbNy4scPn24KsdAshbKK0eRplkHf7le4zk+6jRZake1Rw25VuLzdnvFydOky6y2obMJk1gs+ojx4d7E1qdADLd+RiNnc9br6/fjpVRZNZY8Lw9vXcnRkR4MmCxGF8mJbT5ZAgIYQQQ5sk3UIIm7Am1gFebZPiAE+XDla6axju646XW/sP24L1bh3WdBdVWo6F+Li3O7coJZLs0lq2Hi/tc/w9kZHfdvx7T90zO4baBhPvb8myQ1RCCOF469evZ8qUKe2OP/PMMy3t+s51knQLIWzidNLddqU7wMuNSmMTjabTO96PFlUz+oxNlFaWATnt65+tNdsdbWCcHx+Gr4cLy7bn9Dn+njhQUIHe3ZkRAb3bHR8bpuei8aG8vyWL6vomO0UnhBDibCZJtxDCJkqaO5QEtku6XQBaNlOazRrHiqvbdS6xCta7tTyrNes0yhB9+5VudxcnrpoUzpoDJyntpPOJLWQUVDJhuE+Xmyg7c++c0VTUNbIszb6/GAghhjZNs28Znehcf3/2knQLIWzCUFOPk07h6+HS5ri13MS60fJkpZHaBhOjgztJur07HgVvPXbmRkqrRSmRNJo0vtid3+f30JUmk5nMwspel5ZYTYr0Z/qoQN7bdJz6JpONoxNCnAvc3d0pLS2VxNsBNE2jtLQUd/f2Cz89Jd1LhBA2YahpwN/Ttd1Idv/mlW7LRkt9yybKzla6g7zdqKhrpL7JhJuzU8vxokojendn3F2cOrxvbKieySP9WbYjh9tnRvdpNbormSerqG8ykzjCr/uLO/GbOTH8akkan+/K55epAzdFUwgxNERERJCXl0dxcbGjQzknubu7ExER0ef7JekWQthEaXVDu9ISOF3jbV3p7i7ptvbqLqluINzvdO1068E4nVmUEsnDn+5j+wkDqaMCe/8murA7pwyASZF9T7rPiwkkMcKXdzYc49opETg7yYeNQoiec3FxITo62tFhiD6Sv/GFEDZhqGlot4kSTifdhuaWgseKq/H1cOkwQYfOB+RYku6uP9a7LGEYendnu2yo3J1dRojerc0vAr2llOK+OTHkGGp56JN9NDSZu79JCCHEkCBJtxDCJkprGgjwbp9I+3tak+7TK90xId6dln90nnQbO63ntvJwdeLKieGszjjJNxmF1DbYrlPI7pxyJkX697ts5eK4UB69dBxf7ivg1//cQY10MxFCiHOCJN1CCJsora4nqIPVaxcnHT7uzm1WukefMRSntY6Sbk3TKKrsvrwE4JYZUfi4O3P3v3eT/Oy33Pb+DpZtz6GirrG3b6lFSXU9OYZaJo3se2mJlVKKuy8YzUtXJ/Lj0RJ++d62dn3MhRBCDD2SdAsh+q3RZKbS2NRuMI5VgJcrhtpGymsbKKlu6LSeGyDQy1rTfTrprjQ2Ud9k7ra8BGBUsDdbH5vLR3ekckNqJD+dquKxL/bz2Bfp3d7bmd3Z1npu/z4/40zXTh3BuzdOIfNkFde8s4X88jqbPVsIIcTZR5JuIUS/Wcebd1ReApZR8GU1DRwr7noTJYCrsw5/T5c2K93WYTndlZdYuTjpmDE6iKcXTGDT7+cwLy6UgwWVPbq3I7tzynFxUsSH961dYGcujgvlX79Opaiynj9/edCmzxZCCHF2kaRbCNFvpTUdD8axCvRypbSmoaVzSWc9uq2CzujVbR0BH9yD8pIzKaUYN8yHHEMtxsa+9cfenVNG3HDfTtsV9kdKdAAXx4WyJ7fM5s8WQghx9pCkWwjRb6XVHY+At/L3tK501+DqrCPC37PL5wXr3ShuVV5i/bon5SUdGRPijVmDEyU1vb630WQmPa+8X60CuxMf7supynqKKo12ew0hhBCOJUm3EKLfSps3SQZ1Ul4S4O2KoXmle1SQF066rjuABOttt9INMCbUsrJ+pHmlvTcyC6swNpptWs99psQIS9nK/vwKu72GEEIIx5KkWwjRb9buG51upPR0paF5xXh0F/XcVtZR8NZRx0VVRtycLV1Q+iI6yAudgqOnqnp9b8tQnJH2S7rjhvmgU5CeJ0m3EEIMVZJ0CyH6zVDTgE6Bn4dLh+f9m8tOSqobiOmmnhssK9p1jSZqGiw12EVV9YT4uPW5R7absxNRgV59WunenVNGqI8bw337VtrSE15uzowO9paVbiGEGMIk6RZC9FtpTQP+nq7oOikbab3BsqvOJVYto+CbS0wsPbr7l/TGhHj3Oem2xVCc7iRE+LI/v6JldV8IIcTQIkm3EKLfSqvrO91ECadXuqH7ziXQakBO8wbKoipjjwbjdGVMqDdZJTW9Gr1eXFVPrqHOrvXcVonhvhRX1XOqsr77i4UQQgw6knQLIfrNUNNAYCebKOH0SrdSMKqLaZRWZ06lLKrq2TTKrowJ0dNk1sgu7XkHk9P13PbrXGKV0LyZMj2v3O6vJYQQYuBJ0i2E6LeTlcYuyz+sK90j/D171Os6yPt00m1sNFFlbCLEp//lJdC7Dia7c8pwcVJMGG7boTgdiRvmi05BhtR1CyHEkCRJtxCiXxpNZgrKjUQGdN57W+/mjIuTYnQPVrnB0tfbSacorqrvd7tAq9HB3igFR071IunOLmOCnYbinMnD1YmxoXrSJekWQoghSZJuIUS/FJYbMZm1LpNupRQXjA1h7vjQHj3TSacI9HK1JN3WEfD9TLo9XJ0Y4e/JkaKetQ1saDKTnlfBZDu2CjxTfLgv+/NkM6UQQgxFfWt6K4QQzXIMtQCM6CLpBvj7zVN69VzrVMqiqv5No2xtTIh3yyj67hwqrKS+yb5Dcc6UGOHLZ7vyKKwwMtzPY8BeVwghhP3ZbaVbKbVUKVWklMo44/j9SqnDSqkDSqmXWh1/TCl1tPncJa2Oz28+dlQp9ai94hVC9I016Y4M7Drp7i3rVErraPQQn/6tdAPEhHpzvLiGJlPnHUxMZo31h4t4aU0mMDCbKK0Swq2bKaXERAghhhp7rnS/D7wJfGA9oJSaAywEEjVNq1dKhTQfjwOuByYAw4F1Sqmxzbf9DbgYyAN2KKVWaZp20I5xCyF6IcdQi4uTIqyfGx3PFOztxuGTVRRX1+OsUwR4dt4dpafGhOhpMJnJMdQy6ozWhbmGWpZtz+Hz3XmcqqzH39OFh+eNZZjvwK04jx/mg5NOsT+/nPnxYQP2ukIIIezPbkm3pmkblVJRZxy+B/hfTdPqm68paj6+EPi4+fgJpdRRIKX53FFN044DKKU+br5Wkm4hzhK5ZbVE+Hvi1MlgnL4K1rtRUm3pWx3k7dbp4J3eGNOqg0nrpLuuwcTCv/1IRV0js8cG88yCCOaOD8XVeWC3vbi7WDZT7s+vHNDXFUIIYX8DvZFyLDBTKZWmlNqglJrafDwcyG11XV7zsc6OCyHOErmG2m7rufsiWO9Go0njyKmqfncusRrdnHSfWdf9VXoBhpoG/nVbCktumcqlCcMGPOG2Sgz3ZX9euWymFEKIIWag/6viDPgD04BHgE+UZbZyR0tYWhfH21FK3amU2qmU2llcXGyreIUQ3cgx1BIZYPsSDGuv7syTVf3uXGLl7eZMuJ8HR0617WCybHsOo4O9mD460Cav0x/xEb6U1TaSV1bXcqyhyczzqw+x9VipAyMTQgjRHwOddOcBX2gW2wEzENR8fESr6yKAgi6Ot6Np2mJN06ZomjYlODjYLsELIdqqqGukvLaxy3aBfWVd3a5vMttkE6VVTIh3mwE5mScr2Z1TzqKUSCxrAI6V2LyZ0jokp6HJzH0f7WbxxuN8uiu3q1uFEEKcxQY66f4PcCFA80ZJV6AEWAVcr5RyU0pFA2OA7cAOYIxSKlop5Ypls+WqAY5ZCNGJXGvnEjsm3ZavbbdJ09o20GS2fGi2LC0HV2cdV0+KsNlr9Me4YXpcnBTp+RU0mszcv2w3aw+ewsfdmZzSWkeHJ4QQoo/stpFSKbUMmA0EKaXygKeBpcDS5jaCDcDNmqVw8YBS6hMsGySbgN9ommZqfs59wBrACViqadoBe8UshOid3B726O6L1km3rcpLAMaEelPy4On8AAAgAElEQVTfZCa/rI5gvRtf7MnnZ/FhLaPqHc3N2bKZcnd2Gfd9tJs1B07xzII4DhZW8sNhKZ0TQojByp7dSxZ1cupXnVz/F+AvHRxfDay2YWhCCBvp6WCcvtC7OePmrLOUl9gw6Y4J0QNwpKiKtBOlVBmbWJQSabPn20JihC/LtltKSZ5ZEMct50Xz5vdHKK6qp67BhIer/cfSCyGEsC0ZAy+E6LMcQy3+ni74uLvY/NlKqZbV7hAb9gCPadXBxLqBMiU6wGbPt4XUaMuGzqebE26AyEAv4PQvOkIIIQYXGQMvhOgzS+cS269yWwXr3cgrq7PpSrevhwuhPm58vb+Q9LwKnrhs/FmxgbK1hcnDmRodQHirUfAjm3/O2aU1xIbpHRWaEEKIPpKVbiFEn9mrR7dVcHPbQGv7QFsZE6InPa/irNpA2ZpSqk3CDTAy0PJzlpVuIYQYnCTpFkL0icmskVdWZ9eV7qggLyL8PWw+qMZaYnI2baDsjq+HC3p3Z0m6hRBikJLyEiFEnxRW1NFk1uyadD84dwy3Ndc029K45vKMX6aOtPmz7UUpxchAT7KlbaAQQgxKknQLIVpomsaX6YVcMDYYX4+uN0fas3OJlZebM15utv9r6ucTw4kM8DzrNlB2Z2SAFwcLKx0dhhBCiD6Q8hIhRIujRdU8sGwP9/x7F00mc5fX2nMwjr25uzgxIybI0WH0WmSgJ3lltS2DfYQQQgweknQLIVocL6kBYMuxUv6y+lCX1+YYanHSKYb52q6dn+haZIAnjSaNwoo6R4cihBCilyTpFkK0yGpOuq+dEsE/fszik525nV6bY6gj3M8DZyf5a2SgWNsGyjh4IYQYfOS/lkKIFlmltQR4ufL8lQmcFxPIEysy2J1T1uG19u7RLdqLbG4bmC0dTIQQYtCRpFsI0SK7tIaRgZ44O+l4c9EkwnzduftfuzhVaWx3rb17dIv2hvl64OKkpIOJEEIMQpJ0CyFaZJfWEt08btzfy5X3bppCdX0TD368B007vXmvytiIoaZBVroHmJNOEeHv2bKJVQghxOAhSbcQAgBjo4mCijpGNifdALFheh69dBzbjhvYfLSk5XiuwbKRT5LugRcZ4Em2ocbRYQghhOglSbqFEIClXETTICqobSJ93dQRDPd159Vvf2pZ7c4ZxO0CBzvrgJzWnzwIIYQ4+0nSLYQALJsogTYr3QBuzk7cOyeG3TnlbDpiWe0ezD26B7vIAE+qjE2U1zY6OhQhhBC9IEm3EAKwbKIEWmq6W7t2SvNq9zrLaneOoRYfd2d8PbueWilsz/qLTo7UdQshxKAiSbcQAoATJTX4ebp0mEi7Ouv4zYUx7MkpZ8NPxZZ2gYGyyu0I1k8ipG2gEEIMLpJ0CyEAS+eSM0tLWvvF5BGE+3nw2roj0qPbgVpWuktlM6UQQgwmknQLIQDIKq0hqovVa1dnHfddGMPe3HJOlNRIj24H8XB1IljvJr26hRBikJGkWwhBfZOJgvI6orpY6Qa4elIEEf4egGyidKSRAZ5SXiKEEIOMJN1CCHINdZg7aBd4JldnHfdfGAPAqCDvgQhNdCAyUAbkCCHEYOPs6ACEEI5n7VzSVU231bVTRhAd5M3UKH97hyU6MTLAixV78jE2mnB3cXJ0OEIIIXpAVrqFEC09ursrLwFQSpESHYBSyt5hiU5EBnqgaZBXJqvdQggxWEjSLYQgq6QGH3dn/KXv9qAQGdDcNlA2UwohxKAhSbcQwtK5JMhLVq8HiZGBMiBHCCEGG0m6hRDd9ugWZ5dAL1e8XJ1kpVsIIQYRSbqFOMc1NJnJK6vtske3OLsopRgR4Ckr3WLQ21e8j4ySDEeHIcSAkO4lQpzj8spqLe0CZaV7UBkZ6MnRompHhyFEvzy+6XGU2cyqq7+W8jYx5MlKtxDnOGuJQnc9usXZZWSgF7lldZjMmqNDEaJPCqsLya7KJqsml+Mlhx0djhjEyoxlvLnnTU7VnHJ0KF2SlW4hznFZvejRLc4e48L0NDSZOVpUTWyY3tHhCNFr2wq3tXz93fE1jA4e58BoxGB0suYk/zzwTz7/6TPqTEbCXYO4csL1jg6rU5J0C3GOyy6txdvNmUAvV0eHInohMcIPgH155ZJ0i0Ep7WQaAa5+RLgG813eeu5MfdDRIYlBoqi2iLf2vsXKYyvRNI2fBc3ktuCfEROW4ujQuiRJtxDnuBMlNUQFeUo95SAzKsgLvZsz+3LLuXbKCEeHI0SvaJrG9sLtpPrEM84vllePLqGwPIdhfpGODm3QaDI38T/r/4fhXsP4Q+qjjg5nwJjMJh764SEyDZlcHXIRtw5bSLj/SGhocHRo3ZKabiHOcdmlNVJaMgjpdIrEEb7syyt3dChC9NqJihMU1xWT6hPP3JDzAPju+FoHRzW4LNm/hO9zv+fjwx9TXHXS0eEMmE9/+pT0knT+FH03T0x4kPCgUeDk5OiwekSSbiHOYY0mM3llddIucJBKjPAjs7AKY6PJ0aEI0SvWeu5UvyRGeoUT4xnJd7nfOziqwSO9OJ23971Nqm8iTZqJzw8td3RIA6Kotoi/7v4r0/ySuWz4XNANrjR2cEUrhLCp/LI6msyarHQPUkkRfjSZNQ4WVjo6FCF6Ja0wjXD3MCL0EQBcGHo+u8sPYKgucnBkZ7+axhoe3fQoIW6B/L/YR5jhP4lPj62gydTo6NDs7sXtL9JgauDJqF+j3N0dHU6vSdItxDnM2rkkOkiS7sEoaYQvAOm5UmIiBg+T2cSOUztI9ZkALi4AzA2ZgRkzG7K+c3B0Z78Xt79IflU+L0Tfh49vCNdFLqCooZQNJ9Y5OjS72pi3kbXZa7kr/GoiA2McHU6fSNItxDnM2qN7pJSXDEphPu6E6N3Yl1fh6FCE6LFDhkNUNVSR6pMAzRu4x+tjGO4WwnfZknR3ZW3WWlYcXcHtEVcxedgUAGYFpRLqGsjyzI8dHJ391DbW8pdtf2GUVyS3jrhq0JWVWA3OqIUQNrEnpwxvN2eCvd0cHYroA6UUSSP82Ccr3WIQsdZzp/glthxTSnFhyAy2lu6mxijlUh0xGA38aeufSPAZy92R17dsHnTWOfGLiMvYWrqbbMOxdvdlVWRR2TC4f6bv7HuHgpoCnoq8HRcvH0eH02eSdAtxjsrIr2DlvgIWpYyQdoGDWFKEL8dLaqioG/r1nGJoSCtMI8ZrJEHeIW2OXxhyHg1aI5uz1zsmsLPchtwNVDZU8uTI23Hxatub/+qIS3FWTnxy4KM2x7858Q1XrrqSW1ffTG1j7UCGaxOapvHBgQ94/8D7XB16MZPDJjs6pH6RpFuIc5CmaTz75UECPF25f+4YR4cj+iFphGVIzv5zuMTkeMVxdpzcQZmxzNGhiG40mBrYU7SHafr4lnpuq0n+E/B39uG7rKFdm9xXaSfTCHINYJxfbLtzQW4BzA2ewX9yVmNsrANgeeZyfr/x94z2HMHRimM89sMjmDXzQIfdZ03mJp5Pe56Xd77MRYHTeHTU7eA8uMfLDO7ohRB9snr/SbZnGXj+ygR83F26v0GctRLDT0+mPH9MkIOjcYx7191LfnU+AEHugcT4jWFi6ETuSLwDF538+3022Ve8j3pTPam+Ce3OOSknZodM49tTm9mSt5nYwPEEegQ6IMqzj6ZppBWmkeIzAeXWcTngdSOuYE3RJv770ypONZXxt71/Y3ZgCi+P+R2flX7Pi0cW87edf+X+qQ8NcPS9V9tYy+83/p4NeRu4ZfhCHhp1CzqPwb/3SJJuIYaIHVkGhvt5EO7n0eV1xkYTz68+xPhhPlw3VSYZDna+ni5EB3mds3XdxbXF5Ffn84vgixjpGc6R2hyOVOXw9sm3Kasp4fHznnJ0iKKVbYXb0KFjsl98h+evDJ/PV4Xfc9d39wCWX6JiA8ZxU9xNzAifMZCh2lSjqREXp77/Ani84jgldSWkDotv2Xx6pin+CYz2HMH/7vk/ak11LAiZzZ9i7sPFS88N3ldxpOoEiw8uZYz/WObHXNbnWOyttK6Ue9bdw2HDYZ6IuoProha2+1RksJLyEiGGgKJKIze8l8Yraw53e+3fNx0nv7yOpy6Pw0kntdxDQVLEuTuZcn/JfgCuCJ3DzWN/yXPJj7J8xlvcGnEVHx/9lE8OLnNwhKK1tMI04vVj0Hv6d3h+ot8Efjj/Q5ZMeJZHRt7CDH0CJ0p/4sHvH+BwyaEBjtY28qvzmfvpXP626/U+PyOtMA2wDBPqjFKKRZELqTXV8athC3gu9rcttd9KKR6f8AATfcbz5NanOVCc0edY7O3NvW9yrPwYb4z9PdeNunLIJNwgSbcQQ8I/tmTRYDKTkd91Xe/JCiN/++EY8yeEMX20fGw7VCRG+HGqsp6TFUZHhzLgMkoycFI6xunb9u19cNztnO8/mRd2vsiOgjQHRSdaq26oJqMkw9Kfu4vaXF93P1KGp3LT2EX8JfkxPkx9HR9nLx78/oFBV7dv1sw8sfkJyurL+PuBpRw3HOnTc6zDhML14V1ed23E5Xwx+Q1+P/ZOdO5tP/V01bny6sRn8HfWc++6e/jk8Cc0mBr6FI+9VDZU8vWxr7g8aBazRlwwaMa795Tdkm6l1FKlVJFSqt2vU0qph5VSmlIqqPl7pZR6XSl1VCmVrpSa1Oram5VSR5r/3GyveIUYrKrrm/j3tmycdIpjxdXUNXQ+EvylbzIxmTX++LPxAxihsDfrZsrBttp9pOwIXx//ul+bu/aX7GesVxTu7t5tjjspJ15KepwR7mH8bv3vyKvM7W+4op/2l+zHpJmYop/Qq/uC3AL4a9LTFBtLeeS7h2gyN9kpQtv798F/s/PUTn474gY8dO48v+U5NE3r1TOsw4Sm+bTffHompRRjAsaiXF07PB/o6sdbk/9ChEswf972Z372+aV8dOgj6k31vYrJXlYeXUmdycj1YZcM2l7cXbHnO3ofmH/mQaXUCOBiIKfV4UuBMc1/7gTebr42AHgaSAVSgKeVUh1/JiXEOerj7TlUGZu4Y+YozBocPlXV4XXltQ2s2JvPTdNHEinDcIaUCcN9cNYp0gdZ0v3i9hd5dNOj3PftvX1awTRrZg6UHCDBK6bDlVO9ixdvTPwzJrOJB9bdR01jjS3CFn2UacgEIM6n99ME4/3G8eS4+0kr2cWraS/bOjS7OFZ+jL/u/iuzA1K4Lfo6Hoi5hbTS3aw9trpXz8k0ZFLVUEWKT+f13L0R4x3Fv6e/wbsJzxLuHMAL21/g0s/ms/vkrn4/uz/Mmpnlh5eT7DOe8f7jHBqLvdgt6dY0bSNg6ODUq8Dvgda/6i0EPtAstgF+SqlhwCXAt5qmGTRNKwO+pYNEXohzVaPJzNLNJ0iJDuCG1EgADhR0XGKyJ7ccTYO540MHMkQxANxdnIgN07Mvd/C0DaxqqGLXqV0keMWw7WQa16y8ih2FO3r1jKzKLKoaq4j37rzt5UivcF5JfJxjVSdYsuvt/oYt+iHTkEmYWzB+HgF9uv/nEZdwQ/gCPvjpI7786T82js62Gs2N/HHzH/Fy9uDpUXej3Nz4xYjLGO81ipd2vkxtQ89/AexomFB/KaWYEZbK+6mvsTTpeVw1xZ9/fMahLQW3FWwjuzKb64Mvhk5W6ge7AV27V0pdAeRrmrbvjFPhQOvP/vKaj3V2XAgBfJ1eSEGFkbtmjSLC3wMfd2cOFHQ8eWxPTjk6BYkRvgMcpRgISSP82JdXjtncu4+uHWVLwRaatCYejrqFD6e+igcu3L72dv62+w12ndrFvuJ9HCg5wGHD4U5XqDNKLNWLCfque83PCJpMku94thdss/n7ED2XachknGdUvzbG/c+4u5nqG8+zac9RU9/xp3png7+n/52DpQd5cuTtBPkNBywlT3+Mu5+i+lLe3fVmj5+1/eT2DocJ2YJSiqkhk3lw7O0crc7ivz+tsvlr9NSyw8sIcPXj4tCZDovB3gYs6VZKeQKPAx31b+ro8xKti+MdPf9OpdROpdTO4uLivgcqxCChaRrvbjxOTIg3c2JDUEoRN9yHg50m3WXEhvng5SadQoei5Ag/qoxNZJX2roRi05Fi1h08ZaeoOrcxbyM+znoS/cYz3ncsy6e/xaXB5/PO/sXc8s0t/Gr1r7j+6+u55struGftXR0+Y3/xfjydPIj2juz29Sb6x3Og+hhGY7Wt34rogbqmOrIqsxjnFdWvEgkXnTM3RF2F0VzPieLuuzU5wsHSg7yb/i6Xh8zm4vA5bd5vsl8cC8Mu4oMjH3PccLTbZzWYGth9ajep+gl27eJxSegsxnpF8da+t2k0D/x02/zqfDbkbuDq4Lm4euq7v2GQGsiV7tFANLBPKZUFRAC7lVJhWFawWzcMjgAKujjejqZpizVNm6Jp2pTg4GA7hC/E2WXz0RIOFVZy58xR6Jpb/8UN8yXzZCWmM1Y7zWaNvbnlTIz0c0SoYgAkjrB8gtHbzZQvrM7kyZUZvd7c1R8ms4nN+Zs43y8ZZ3fL/gIvZ09eSPojyye9yuLxT/HWuMd5I/ZRfhFyMXtK9pFrON7uORklGcR7x+Dk6t7ta072i6dJa2L/qb02fz+ie0fKjmDWzIzzjO73s6I8IwA4Ud7+34mzwdv73kbv7MWjUbd1mCg/FHsHHjpXHtv4B9Zlr+tyPHt6cTpGk9FSz21HOqXj/jG3klNXwKpDn9n1tTryyeFPUCiuDZ1nk7r1s9WAJd2apu3XNC1E07QoTdOisCTUkzRNOwmsAm5q7mIyDajQNK0QWAPMU0r5N2+gnNd8TIhz3uKNxwnRu7Fw4vCWYxOG+2BsNHO8uO1q3vGSaqqMTUwcIUn3UDU62BulIKuk8/+An8nYaOKnU1UUVhjJK6uzY3RtZZRmYDCWcYH/5DYdCpRSxAXGMT3iPGaOmMXsyDncMfYmAL45+nWbZ9Sb6sksyyTea3SP2ool+cWhUOwu3GnbNyN6xLqJcpz3qH4/a4TnMHToyCo/0e9n2dqJihOsz13PotD5+Pp0XA4S6OrHk+MfIK86n4fWP8TMj2dy37rf8MWRLzA2tW37mXYyDR06pvjbrp67MxcEpZKoH8s7+98b0G4m9aZ6vjjyBXMCUwjzG9oD2+zZMnAZsBWIVUrlKaV+3cXlq4HjwFHgPeBeAE3TDMCfgR3Nf55tPibEOS0jv4JNR0q45bwo3JxPJxwTwn0AOFjYtsRkd45l9XNipDT/GapcnHQEerlSVNXzXt2ZJ6toav5UZEfWwP3VujFvIzp0nOc3sdtrh3mEMNEnjtU5bddbDhsO02RuIqGLTZSt+broifEayZ6iPX2KuTMvpL3Ac1uftekzh6JMQyZ6Z2+Gew3r97Ncda6Eu4eSVZnV/8Bs7IODH+Cmc+W6sPldrtheOmwOGy74hKXxf+bakIs5WpLJ01ue5tbVN3Oq5nS5V1phGhP0Mfh0MkzIlpRS3D/mNk7WF/Npxod2fz2rNVlrKK8v5/qQeUOuL/eZ7Nm9ZJGmacM0TXPRNC1C07QlZ5yP0jStpPlrTdO032iaNlrTtARN03a2um6ppmkxzX/+Ya94hRgsNE3jT18ewN/ThRtSR7Y5NzrYG1dnXbvNlHtyyvFxd2ZUkNdAhioGWLDenaLKnq9Q7W8epuTqpGP7iYFNupN9xuHrHdSj6y8dPoejNdkcKTrYcsw6iTK+m02UrU3yj2dv5SFMTbapWdU0jdUnVrPq2Jc0Np4dfY4dRdM01mStoaqh482Nhw2HGecV1Wn/6N6K8ooguzbPJs+yldK6UlYdXcWC4NkE+nb/y4WzkzNTh6Xwh4QH+O/5/+S1uMc4XnGcRV9ex/7idGoba9lfvJ8UfdfDhGxpWuBEUvwSee/AP3rVYaU/lmcuJ9pzBKlBkwfk9Rxp6HUeF2KI+3x3Pjuyynj00nH4erStF3Rx0hEbqm/XNnBPThnJkf4ttd9iaArRu1FU1fPkLyOvAj9PF2aOCWL7AK10n6w5SaYhkwv8JvU4kZgXOgsdOv579KuWYxklGQS7BhDqFdbj157kF0+NqY6fig92f3EP5FXlUV5fTp3JSHqhY3scO9rOUzt5eMPDfLBvSbtzJrOJn8p+ItYzymYDT6K8RpBdV4C5cWAnKlY2VPLV8a863Gz48eGPaTA3cNOwy3v9PpVOx9zw2fw75TVcceKWb27hpe0v0aQ1keqbYKvwe+T+MbdiaCzno/3/tPtrFdcWk16SzhWBM1Hu3e/NGOwk6RZiEKmobeSF1YeYFOnHLyZ3XPs2obmDiXVjXHV9Ez+dqpJ67nNAqI9br8pL9udXkBDuS0p0AMeLayjuRcJ+pgZTQ7t61I5syt8EwCz/nq9qBbr6keqfxH9zv23593p/8X4SvMf0auV0kr9lEuLuXvYD78y+ktPdb7fm/WiTZw5WyzKXAbA++/t257IrszGajIz3jLLZ60V5RWA0N3CqssPeCnZRZizj9jW389imx3h8w6OYzKen/9Y11fFx5sfMDkgh2n90n19jjD6aZdPeJMl7LJ8f/RwX5UKyX+8mePZXsl8cFwRO5a0D7/H3fe/ZdQLoloItAJzn332p2VAgSbcQg8jLazMpq23guZ8ndLpqHTfch7LaRgorLAlQel45Zg3pXHIOCNG7U1xV3657TUesmyjjw32ZGm0ZVrKzj6vdVQ1VXPGfK/jH/qXdXrsxdyPh7qGM9undhrpLh80hz3iSjMLdVNRXkF2VTYJ3TK86HYS5hzDcLYRdp2yzKp1enI6HkzsTvEaz7dR2mzxzMDpVc4rvc74n0MWPzJoTFJRntzl/yHAIgFiv/ncusYq2djCpGJgOJqV1pfx67a85Vn6MhUGz+W/OWv60+amWYTKrjq6ivL6cW8Iu73cpiL+rL+9OfYlbw3/OLaGX4eEx8C30/hz/CLMDpvLXva9zw1eL+KnsJ7u8zpaCLQS4+hHbhymlg5Ek3UIMEvtyy/kwLYebZ0QRN9yn0+smNJ+z1nXvad5EmSwr3UNeiI8bZg1Ka7pfsT7cvIkyIdyX+OG+eLg4kdbHum69q55xfmP554F/Ul7X+Th3Y5ORtMJtzPKbhHJz69VrzA05DxflzOqjX3Gg5ACApXNJL030n8Cesgw0c/8n7+0v3k+8dwznBU8lo/Inqmp7P8p+KPjsyGeYNTPPx9wPwA8n1rU5f9hwGBflwijvkR3d3idRXpakO2sA2gYW1xZz25rbyK3M4W9jH+W5pD9w18jrWXFiFf+79S+YzCY+OPgBCfqxTApKtslruuic+V3cPTyQcI9DNhf6u/ry/yY9w//FPcrJqkKu+/I63t7zN5uueps1M1sLtjLDNwmdu4fNnns2k6RbiEHAZNZ44j8ZBHu78buLx3Z57bgwH5SiZUjO3txyRgV74ec5NMfqitNC9JZEtiebKa2bKBPCfXF11jEx0q9fHUzuS7yXWlMdS/e80+k1O07uoM5kZJbf5F734vVx8WZm4FTW5H/HvuK9KBQTfGN7Heck/wRKGss77PvdG9aWhQleMUwLnIwJMzvzz72Jl42mRj49/CkzAyYzI2waozxH8EPu+jbXZBoyifGKxMXNdolVkGsAnk4eZJVn2eyZYBnfXt1QTZmxjFM1pzhsOMyta26lsLqQt8Y+xrTw6aDT8Zsxt3BTxM9ZduQT7lp7BzlVOdwcdnmvf5k8280Ln8N/ZixmXuB03kp/h88OLLPZsw8ZDlFWX8YM38Qh3Zu7NUm6hRgEPtqew/78Cp64PA69e9dTybzcnIkO9OJAQQWaprEnp5yJI6RV4LkgxMeyEakntdkZ+ZZNlBH+lkRoalQABwsrqTT2rbNHjN9oLgs8n2XHPqOo+mSH12zI24CHkztTA/rWc/jSYXMobijjk8OfEO0Zgd7dt9fPmORnm7ruQ6WHaDI3kagfS5LfODx0bmzL39qvZw5G63LWUWos5frgeeDszOyQ6ewq309l8ycemqaRachkvEeUTTtwKKWI8gwnqyq7+4t7aOXRlcz4aAbTl01n1vJZXPTZRVzz5TWU1pawOPZxpoZPa9kgqZTi4XF3c+2w+aSd2kG4exhzQ86zWSxnE383P16c+AQxniNZfeyr7m/ooa0Flv+/TO9B69ChQpJuIc5yZrPG2z8cJSU6gAWJPetxGzfchwMFleSV1VFSXS/13OeIlpXuHmymTM+zbKJUzStMqdEBaBrsyu57icS9kdfTpJlYvPutdudMZhOb8jYxzTcRtz7WqF4QnIqnkzslxlJLaUkfxmKP8orE11nP7n7WdacXpwOQqB+Lq86VSf4JbC2yzQbNweTjzI8Z4TGM84KnAjAneDpNmonNWesBKKotoqy+jFivKJu/dpTXCLJq86Cf01Q1TePtfW/zxI9PkKAfw8Mjb+bRqF/z1Ki7eG70fSxPeInk4VParcYqpXh8woM8GHUjfxp5B86e3v2K42w3f9hs9lQc5GSFbVo1/pj/I+O8RxHk3fEQoaFIkm4hznJ7csspqDCyKGVES4LUnQnDfckvr2P9T8WAbKI8VwQ3J92nuikvab2J0mpipD/OOtWvft0j3MO4ctg8Ps/6kryKnJbj9aZ6Ht7wMAU1Bfws4Lw+t43zcHJnTvB0gB4PxTmTTumY6BfHntL9/UrW0kvSGeYeQrBXKADTAyZyoi6Pk+W5fX7mYHPYcJjdRbu5LvhidB6eACT6jiPAxZcfcr4DWk2ibN5EWdfY/1p6qyjPCAobSqgzdtwbvCcazY08veVp3tr7FleEXMi7cU9x89hfcsOYa/nF6KtYOGoBkUGdb9jVKR23j/kVqZHn9zmGwWJ+6AUArDm6ut/PqmmsYW/RXqbrE/r0y/NgJUm3EGe5r9MLcXXWcdH40B7fY91o+eG2bDxcnIgNHfjd72LguTk74efp0u1Kd+tNlFYerk4kRPiyo59Dcu4a/St0KN7e9QYA1Q3V3NHxmwcAACAASURBVLPuHtblrOP3UbcyP2Juv55/Zfh8nJUTU3363kZtkn8CWcYCSqpOdX9xJ/YX7yfRK6YlYZgWOAmAtLwtfX7mYLMscxluOld+HnZRyzGd0jE7eBqbi3fQ2FjfknTH6kezLa+KxHfT2ZRT2dkjeyW6eTNlTh/HwVc3VHPfd/ex4ugK7o64ludiH8TFq/NN6ue6kV7hjPcezTfZa7q/uBs7Tu6gSWviPD/bbDwdLCTpFuIsZjZr/DejkFljgrut5W7N2sEk82QViRG+ODvJ/9XPFSF6t243UrbeRNlaSlQA+/LKMTaaOrqtR0Ldg7h+xAK+yl3LjoI0bltzG3tO7eaF0Q9wY/Q1/V7VSg1I5seZnzA6sOsNxV2Z2FzXvbdwZzdXdqykroSCmgLLanvzCugY7ygCXHzZVnBu1HVX1Few+vjXXBY0C199cJtzc0JmUG2qZUfeFjINmUR6DMfN1ZunN+TRaNZ4f2+xTWKI8rLMKjjRh6Tb2GTknnX3kFaYxrOj7uE3MTedE8NZ+uvSYXPIqPqJ3LK+/aJj9WP+j3g4uTPRP95GkQ0O8l9iIc5ie3LLKKwwcnkPa7mtgrzdCPWxlBpMjJRNlOeSUB/3bqdSZuRX4OtxehOlVUp0AI0mjb255f2K4dfR1+Guc+XX395BVsUJ3hj7By4fOd9mG+k83bz71UZtgs8Y3HSu7DrZt6TbWs+dpD+d+OuUjtSAiWwr2WWTdoRnuy+OfEGdycj1YZe0KxeaFjARD50bP2R/R6Yhk3GeUXx4qJzDpUaSQz35PquSvMr+T5KM9AwHILuXbQPNmpk/bv4j+4r38dLoB7kyasGgKHFoMmusPVZOfZPj/v26JHQWAGuOft2v52wp2MIUnwm4egztOvgzSdItxFns6/STuDrrmDu+9xtN4oZZVrulnvvcEqx3o6iy6/KS/fkVJEb4ttsjMGVkAErRr7pugABXP+4edQMBLj4sjn2C8yNmOqTXcGdcdC4k+MSyp9VEyd5IL07HWTkzTt92oMf0wEmUNJZztPiQLcI8a5XWlfJe+nvM8J/I+IDx7c67O7kxPXASawvWk1edR6RrJP+XdpLzR+h549IoAJYfKOl3HJ5O7oS5BZP1/9k7z/A4yqsN37OrXa206r1asiVZxbJluRfcABsDxjY2YEIJnVBCQkgCISQhoXyEQAihBQjFlFCMMWCKARfcuy1bstV772XVtWW+H6O1Jattk2zLc1+XrpVm3pl5tdrVnvfMc57TVGjVcS8cfoHNRZv5bcTPWRJ+yTn12hyMd49Vc/e3Bfzf7rKzNocQl0CSPOL4vuhHm89R0lxCcXMxcz0m2Vzfcb5yYf22MjLnESaTyHdpFSwYb520xIxZOiC3f7+wCHDXUNPSeapd+pl0GvoWUZrxdFURG+hul1+3mdvGXse2uR9Krg/n4AfrDJ/JpLfkcazc+mx3am0qsdpINJreWbpZPpL12f5Rrut+KeUl2g1tPDLm1gEzxAv9Z1Ovl2RMqWW+tHYZeXx+KOEeziyM9ODT9Dr0RvtcR0BqklPYannx6kcZH/Fe+nvcEHwlP49Y7VAbw+Gkvt3ASwer0KoUvJday0+FTWdtLkuDF5LVWkB+bZZNx5utAudcIK3fe3Lu/SeUkZEB4GhxA5U666UlZm6/aCxrb5t+yrtZ5sIgwN0ZvVGkoa1/v+2symb0RrGPntvMjLE+HClqQG+0/xa2QqU+Z5te3BxxNUHOfvx571/oMAxtsWjGaDJyovYEk9xi+gRswS4BRLiEsL9i9Oq602rS+CLnC24MvpJxvgM7yCzwn4miO8T4Kc+TW5L8ifGV5Ew3JvpR3Wpga4H9gWOkNozC9nJEw9CdErcVb+PZQ8+yyHcmD0fdcV41snnpYCVteiOfro4hzlfD7zcXUzvAe3y4WRIwHwHBZonJnrI9BGsCiHR3XIfS8wU56JaROUf5Nq2iW1piuWtJT7xc1SyMvXD8T2UkArsXWQM5mKSW9l9EaWbmWF/auowkP7GZla/u4ZH1qby1K5/ShrbhmfBZws1Jy18n/IbC1hJeO/Rvi4/Lbcyl3dDOJLf+Czln+U7lUEMaesPQDYrON0yiif878H/4OntzT/iaQWUZPmovkjzjUJrc8Xby5tczg07tWxTpQYibiv+dsF9iEukaTouxjbqWwZ1oKlsr+cPOR5jgHs2z4x9C6aK1+9ojRV5DBx+m1XB9oh+JAa68eFkkui4jD28p7nNHSxRFWrtsL4S2hACNL1O9Evm+ZMuAd9TMfJTxEU/tf4qNeRsp0hWhN+k5WHmQOR6TzqtFj6OQg24ZmXMQs7Rk4Xh/3JzPj9ufMucGAR6De3UPVERpZsmEQP6+aiKrpoSiUSnYklHFU99m8PhXJ+2al9Ek8ujWYk5U2xe85zd0sOzjTIcU4s3xncrq4Mt4L/sj0qqOWXRMWm0agJTp7oe5vlNpN3WwIWOd3fM71/gq9ytO1J3godAbcHP3HXL8RS630lzyMx6eE4Jnj/9jSoXAmgm+7CpupqjRvsVJZHcxZcEQxZTvnXwPvUnPc+MexMXt/JLcPbO7HI1SwW+6Fy5xfi78YW4I2wp1fJgmLVy6jCa+zKxnxafZTHg9les/z+GrrHo6hqnocmnQAvLbSsipSR9wzJGqIzxz8Bk+z17PY7sfY9kXy5j/yTxa9C2SVeA5ehdsOLEo6BYEQSsIgqL7+/GCICwXBOHcL/WVkTlPOVrcQJWukyttlJbIXLic6ko5QDFlWlnvTpRnolIquH7GGJ5Ykcgnd8/myJ8Xs2ZaOIeLGjCZbNfgZtd38PHJOp7dW27zOQC2FDRxoqadD1IdYzv3u7hfEKD24c+7/0SncegAMLUmFS+VB+Hu4f3uX+A/k7neyTx37EVy6mzTvJ6L6Lp0vHj0X0z2iGdZ6GKLAqZ9BW6MUcdz7YS+AfqaCb4oBfjIzoLKyG6v7sKGgYPu+o561mev50r/BYT6RNp1PUv4Pq+RxR9moOu0P+O8t6SZLQVN3Dc9ED/X02HXrUn+zB/jzlO7ynh2TzkXrT3Jgz8W0aI3cldyAOXNXfz6hyJmvXOCJ3aWUtFs/yK1J5cGzkOJgu8HkJh0Gjv5696/EqoJZNf099gw5SX+Ou5elnjPYqH3NOb6TnXofM4XLM107wQ0giCEAluB24C1wzUpGZkLnW9S7ZOWyFy4BLib5SV9A0hzEeXEsP6lJQMxLdKbpnY9eTUtNs8rtUrKcO8qbia7rt3m86RUSOdZl17nkCyeWWaS11LE64dfHnJ8ak0qk9xiENTqfvcrBAVPTXwErdKFh7f/jnaD7b/rucR/jv2Hho5GHh1zq8V+1nn1HSQGuKDoJ0APclNz6ThP1qfXn7LAa9Mb2ZTbyL8PVFhsixesCcBZoaawaWDf6A/TP6TT2MntwStGxKnko7Racuo7+MTOBYXRJPLUrjJC3dXcPrm3VFAhCDy/OAKtSsl/jlQR6+vC2uVRbLkpnsfmhbL9lgQ+XBnF3DB3PkitZeW6bPIaLK9dGApftRezfJL5JH8DJ2tO9Nn/n2P/oVBXyF8i78LN058Y31hWR63kb0kP8/K0p3F183HYXM4nLA26BVEU24BVwMuiKF4NJAzftGRkLlzMDXFkaYmMLbiolbhrnKjpJ+jOrmxBbxRJDLEu6J4aIXm9HylqsHleqdVtaFUKnJUC7x63PUudUtlKqLuahg4pQHMEc/2msSp4Ce9kfsDJ6rQBxzV3NZPflM9EbfSgjix+zt48k/gwuS2FPL/vGYfM8WzSaezkk6xPWBlwMQkBEy06psNgokTXRZT3wAH6jYl+1LUbeGZPOfd8m8+U/6Zx73cF/OtAJRuzLXutKQQFY1xCKGwu6nd/c1czn2R+wqV+sxnnE93vGEfS1Glgb6nUlv7dYzV2ObRsyKwnvbadh+cEo3Hq+3oL0Kr44rrxbLkpng9WRrMw0uPUAkchCFw0xoNXrxjL19fHYjSJrPk8hyw7Frxn8peEX+PhpOWuH+/kRM3p9016XTprT65lZcAlzAme7bDrjQYsDroFQZgN3AiY7yXI0YCMzDCQUiJLS2TsI8Ddmap+5CXpFVIRpbljqaWM9dPio1XbF3RXtZIU6MqqOB82ZNTT0D6028SZVDR3Udmq5/bJ/oz1cuZ/afYX4pn5Xew9eKs8eG7/3wcsDtuQswERkVlek4Y83xy/adwWvpp1+V+wOe97h83zbJDTkIPBZGC+1xSLM8UFjZ2IMGjQfdEYdyI81aw9XsPRylauS/Dlo6ujifHR8EGq5X/bSG04hW1l0M/f7dOsT2nWN3Nn8MoRsQfcVqDDYIIHpgdS0aLnu1zb3jNGk8jLByuZFODK8vEDNziL8HIm2mfwOw9xfi58sjoGhQDXf55jd12FmRCXQN6d/k88lW7c9eOdpFYfR2/S8/jex/FWe/K7yFvOG0vGkcLSoPtB4FHgC1EUTwqCMA74afimJSNz4bI9qwalQpCdR2RsJsC9/66U6eU6tGolY3xcrTqfIAhMGeNtc9DdaTCRWdvBpEBXbpvsT6dR5CMbnCuOdUtUpgZruSHRl8MVrWTWOiZz567Scm/UTRxpSGVXUd+Pt6bOJt5MfZO53lOY7Dt00A3wwPjbSHSL4fH9f6Oi2T4t+9kko15q9hPnNs7iY/LqpUXfYAGhQhB4b0U0G64dz/7bE3liYThzwt25eaIfqdVtHK9qtehakdowyjqq0Hf2fi20G9r5IP195npPIcF3ZG7Of5/XSJBWxYMzgxnn7cx/j1YP6fDRH5tyGynWdXHf9MAB6y+sIdpHw7rV43FVKbjhi1xSKi17boci2CWAd2c8j7fSg19svpu/7nmczPpMHhtzO54e8mfYmVgUdIuiuEMUxeXAK90/54ui+KthnZmMzAXK9qwaksO98HSRa5VlbCPAw7lfy8D0Ch3xwR4oFNZ/iE+N8Ca/tpX6VusLsjLr2tGbRCYFuDLe14V5Y9x5P7XW6lvvKZWtqJUCCf4uXBPvi1opODTbvSr0csZognnxyIsYTb2L4N5Ke4vmrmZ+E3YDDKDnPhOVQsU/kv6ISTRy/+Z7qe+wv+nQ2SCjLgN3JzdCtSEWH5PX0IEAjPUa3BYu0suZKcHaXrrvq+N8cFUpLM52j3UNw4iJkqbeEpMNORuo72jgruCVI9LmvU1vZEeRjsuiPFEqBO5MDuBETTv7Sq2rhRBFkTeOVjHOy5nFY62Tgg1GpJczn64ej5ezkp9/mUdTp/V3m/ojSBPAOzOex8fJg435X7PYbw6Xhi68IN1JhsJS95LZgiCkAxndPycJgvDasM5MRuYCpLalk7SyJhbG+p/tqcicxwS4O1Ot692V0mQSyahoJsFKaYkZs677qA3ZbnMR5aRAyRv59sn+VLX2vfW+u1jHms9zyK3vv+ArpbKVCf4uqJUKvF2cWBbjzReZ9Q7zJVYpnHgg5jZyWgr4NuvLU9vLWsr4X8b/uCpgIbF+fdueD0a4awgvJv2FktZS7vjuVmrbHbdIGCky6jJI0I4bsHi0P3IbOgjzUPerRR4Kd2clV8f58HV2g0UypFMOJj1sA/VGPWtPrGWKRwJT/Uem8+HOomY6DCKXRUmWhKvifPB1ceKtlGqrzrOvtIW06nbumhKA0oYF8mCEeaj599JImruMbMpxTE0EQJDGn3em/5PbQlbwWOSdI7LIOR+x9N3wInAZUAcgiuJxYP5wTUpG5kJlZ7ZUYLZgvHxbTsZ2Aj00dBpM6HoELCUNbbR0GkgIti3onhTmiUopcNiGoDutug0fjROh7tIH8YIID8Z5O/N2Sg2iKKI3ivxjbzk3f5nHgbKWU97DPdEbRdKq20gOOt3U5KaJfrToTXyZZbvW/EyWBM5jgls0rxx/9ZSF4Cspr6BA4IGw623SqM7yncKrSU9Q1lrO7d/dQk1b70JSURTJachhX/k+dpTsYHPRZr7J/4ajVUcd8jvZg96kJ7shmzjXyF7Fo0aTSMsgi528+s5B9dxDcdNEPzqNIusz6oYcG+kq2Tf+7ejfufrLlVz/zfXc8O0NVLZVSlpuKxYL9vB9XiPeGiUzQt0A0DgpuHmSH9sKdQMuJPvj9SNV+Lk6cXXc8Dh8TA50ZZyXMxsyHfe+AQjU+PHQhPvw9Q516HlHExYvQUVRLDlj0/C2PJKRuQDZkV2Dn5va6kI3GZme+Ju9untITNLLdQA2Z7o1KiUTQjxtznRPDHQ5pU1VCAK3JfmTWt3GxuwG1nyew2uHq1gzwZcFEe5sym3EdIYONquunQ6D2CvoTg5yJd7PhQ/Tak9l9UVR5HhVKz/m2ZbFUwgKfhN7FxWdNXyS9gHpdel8k/8NNwUvI8h7jE3nBJjhl8xrk5+ksq2K27+7hcrWSlKqU3ju0HNcvmEpqzau4u7Nd/PLbb/koe0P8eiuR7njh9upbXWMH7mtFDQV0GXqIl7bW8/90sFKLv4gHWM/3u0mUSS/sYNoH9s7Dsb7uTA9RMuHabV9Xgtn4q7S8lDU7cxxn0ik0g9voxo3g4JV/pdwUcBMm+dgDZ0GE1sLmlg8zhOnHtnpmyf64awUeNvCbHd6TRs7i5u5LcnfprsEliAIAqvifThY3kLJAE20ZIYHS5fsJYIgzAFEQRDUwK/olprIyMg4BqNJZGd2DYtiA2zS3MrImOnp1R0T6A5Iem6lQmB898+2MDXCmw/3F9FlMKG2MCBo15vIru9gSVTvLoCr4314fl8Fv/6hCHe1gpeXRnLVeG++yqrn1z8UcaSilekhbqfGmwu/egbdgiBw00Q/HvuphPdTa8mt72BzfhOVrXoAtt4cb1O2dabPZOZ6T+G/J99hW8VOvFQe3BG2alCbQEuY5pvEG8lPc2/Kn7ls/WWYMKFSqJjtlcTd41YQqQlBrVSjUqioN+i4++Rf+TbzC26Zerdd17WHjDrpoz7ebWyv7V9nN1DdaiCrrp0E/96FueXNejoMol2ZbpCy3b/+oYhdxc0siBh8sXjbuDV2Xcte9pY209xlYukZr3NfVxWr4n34PKOeh2YH4+86uOzizaPVaFUKbproN5zTZUWsN8/vq+DLzAYemBE0rNeSOY2l/0HuAe4HQoFSYHL3zzIyMg4irayJhjY9C2Q9t4ydmFvBn5npjvZ3Q6OyvTnI1AhvOg0mTpY3WXzMyZo2TCJMDOgdmLmqlDw0K5gFEe5897M4ruq2RbtkrCdqpcC3Z+hNUypb8Xc9LVExszLWGzeVgsd3lPJZRh1JQa78frZkt3m0wnaHhgdj76TJ0MzR6hTuCVmNu7sUBKXXtNnkRmEm2Wci/536d5b7L+DZmAfZOX0tr05+glVRK5kSOoPEoMnEBkxgdshsJrnH8mXBRruuZy8Z9Rm4KDVEuJ3uwJnX0EF+d/v2o5V97efMUgp7g+6lUV74uThZZR94tvghrwk3lYK54X0XtXcmB9BlFLnvu4JB296X6rr4OruBnyX64qkZXqu9cA9nZoa68UVm/Vl9fV1oWOpeUiuK4o2iKAaKohggiuJNoigOLbSSkZGxmO1Z1QgCzIuRg24Z+wj0kIKdqh63jtMrdDZLS8zY0iQntdsTeFJAX5vCW5L8eW9FNOGep2UIbmolCyM8+khMUirbmByk7WOfplUreWd5FP9dNo6UuybxxpXjuHdaIO5qhV22aHHuUawJuYI410iuC70CBIH0mjau+DiL7+xsyjPRK44nJ/+BKyIvx83Db0Dv6xWhS8htLSKjKtWu69lDRl0GsdpIlOrTAfTWAmnRpVUpOFrR15nD3Pkwytt2eQmAs5OCNRN82VbYRKnOsW3MHYnRJPJjXhMXj/XEuZ87QFHeGl5YHEFmbTtLP8rknWPV/Upm3j4mfQac2X1yuFgd50N+Y+cpK06Z4cdS95L3BEHw6vGztyAI7wzftGRkLjx2ZNeQFOaFj3Zkin5kRi9uzk64qpVUdwfd9a1dVDR12FxEaSbQQ0OYtwtHiy0PutOq2gjUqgh0s9zN4MoYL6pa9RzpzlQ3tBsoaOwkOah/f/EZoW4sHueJi0r6SFMIApMDtaT0k4W1hscSfsUn0/+NSis9b2nVkg/07uJmu85rKZcFLUAtqPgqe8OIXO9MTKKJzPpM4l3H9loYbMnXEeenYW64O0cr+j7HeQ0deGuU+A4hpbCEnyVKdxg+tbOlui1Uteh591g1u4p1g447VN5CfYeBpVED2/utivfhxxvjmRnqxhM7y1jzeQ47inR8erKOp3aVcutXefwvrZbl430IcR+Zz4DLo71wVgp8kXl+Wlmej1gqL5kkiuKppb0oig3AyHjwyMhcADS0dnGspJEF4+Ust4xjCHA/7dWdUWFfEWVPpkZ4c7iwweJb0ser25gUaF0znjMlJseq+uq5hyI5WEtWXbtddoKCIPTK8GZ2t9C21nfZVjxV7lzsP5tvSzbTZRj5grdiXTFthrZeRZQN7QYOV7SweKwnU4K1FDZ1Utem73Vcrp3OJT0J81CT6O9q9wLKUnSdRtal13HjFznMeucEf9tZxn3fFVI/iHXh93lNOCuFIXXnwe5q3l0+jucXjyGrroNbvsrjka3FfJBaS3WrnmUx3jw8Z+Q6Ebs7K1kS5cnG7Aa6jKYRu+6FjKVBt0IQhFN9SAVB8EFuAy8j4zB25dYiisj+3DIOo2dXSrNzSbydmW6AaRHeVDd3UtowdCfI5k4j+Q2d/UpLBsNNrWRBD4lJSmUbCqF/icpAJAe5YhJPy1scQVZ398vCpk4qmkdG7rAidAlNhmZ2Fmy16fifin9iZ+lOm441d6KM154uotxepMMkSgujKd2LoDMD4vyGDocF3SB1U8yxwnLPVnYX65j59gke3lJMqa6LB2YE8fZV42jVG3npYGW/xzR2GPg6u4H5ER5o1UPXSwiCwDXxvmy9OZ61y6PYeUsC6fcm8d0NcbywJIIgt5G907kqzofGDiPbCwfP5ss4BkuD7n8CewVBeFIQhCeBvcA/hm9aMjIXFjuyavB2VTEpzGvowTIyFuDv4Uy1TgpU0it0BHtqHCJdmmJukmOBxCStO+A9s4jSEpb1kJikVLYS6+tiUVBjZnKgOSB0TLtrURTJrO0g0d8FgP1lI5Ptnu07hQC1D1/lfGH1se2Gdh7b8xgvHHjOpmtn1GegElREuUWc2rYlvwl/VycmBboyKdAVJwWnZEAgBaG17QaiLLUL3PYw/PTooEOifZypatWj6xw+p+KTNW3c820BEZ5qvrxuPNt/nsBDs4K5ZKwnP0v048O0mlNa9Z78eXsJTZ0Gfm2lA4i/q4qFkR6M8XR2eAMca5g3xgM/Fyc2yBKTEcHSQsr3gdVAFVANrBJF8YPhnJiMzIWCySSyI7uGeTH+Z/Wfr8zoIvCMTLe9em4zsYHuaNVKDhdaHnRbKy+B3hKT41VtTB5Azz0Q3i5OjPNydpgsoabNQH2HgZWxPng6K9lXOjK6bqWgZFnwpeyqOUhti3WdDb/L/47mrmYKWoppa7c+k5lRl0GMNgKVs/TcdxlN7CjScclYTxSCgMZJwQR/V472WNiYA9NoSzLdhk4o+BHyvoNB5hfjIy10rGkwYw1lzV3ctjEPd2cl7y6P6lOw+5uZQWiUCp7ZXd7ruG+yG/g6u5FfzQgm0YaF5bmAk0Jgeaw32wp0NHU4pi28zMAMGnQLguDR/egDVAIfAf8DKru3ycjI2El6hY7alk5Zzy3jUAI8nGnrMlLX0kluTYtD9NwATkoFk8d4WeRgklrdRpiHGh8X69WIZonJpyfr0HUardJzm5kcpCWlstUhlmhZ3XruBH8XZoa6jZiuG2BFyGKMmHq1ph8KURT5OPNj1AoVJkxk1Zy06pqiKJJRl0G8a8SpLpwHylpo0Zu4dOzpgsHkIC2pVW3ojdJznFcvLfQskpdUHwNjJ5i6oPCnAYfF+Ejnsjfo3lnUtzNkU4eBW77Mo10vsnZFFMH9FDH6uaq4b3ogWwqa2FsiLbaqW/X8aXsJSYGu3Dct0K55nW1WxfnQZRId2tlVpn+GynR/1P14BDjc48v8s4yMjJ3s6G79Pl8OumUcSEB3V8rdubUYTaLDMt0AUyN8yKzUoevQDzoutaqNJDsygFdGe9FukAq8ptgQdCcHuVLbZqDUAfrrrFopWIv11TA7zI0SXdeI2diNcxtjtWd3SnUKWQ1Z3BmyCoCTNWlWXbOitYKmribiXU8XUW4t0OGsFHp5UU8N1tJuMJ0qMs1r6ECtEAjzsEDKVLYPBCVovKB424DDwj3UqJUCuf3IOyzleFUrP/8qj0s/zODSDzJ4bm85KZWt3PVNAcVNnby5bCyxvi4DHn/75ABC3VU8vbsMo0nkka3FtOtN/HNxRK8OlOcjE/xdmBqs5dXDlbTp5Wbjw8mgQbcoissE6R7LAlEUx/X4GiuK4rjBjpWRkYG00iY+OVg86JhdOTUkBHucat0tI+MIzF0pt2dJizpHZboB5sf4YRJha0bVgGMa2g2U6LqYaIO0xIxZYuKuVjLOBs/n5AEK/Wwhs64dP1cnfF1VzAqTgs79ZSMjMYHTnt0bMtfR3DX0dT/O/Bh3Jy23hK3EX+1Dem26Vdc7s4hSFEU25zcxb4z7KWtGgCnB0nNsbkSU19DBWG8Ldcpl+8E3AWKvhPI9oO8/qFYqBMZ5O9tVTLkuvR6Nk8Bf5ocSoHXi9SNVXL0um4PlLTy/JILZYYN3atU4KXh4Tggna9q565t8firU8cjcEKJ9HFcwahP5P0DpHrtOIQgCf5gbQnWrgXeP1ThoYjL9MaSmW5SW1dZXcMjIXOCYTCK/++w4f/wijab2/jOCHXojKcWNzInyHeHZyYx2Aru7Uu7MrsHN2Ylwb8dpTqeM8SbEU8PXxysGHDNYUxxLcXdWsibBl2XjvVAI1mcT4/xc0DgJDimmzKprJ647Exrrq8FboxxRfL3l8AAAIABJREFUicnSoIWEOgfw14NPMf+Tedy66RbeSnuLEl1Jn7E1bTVsKdrCSv+LcXXzJsEjhvSmbKuul1GXgQIFMR5RAGTVdVDW3MUlY3t7UYe4qQjUqk7punPrOy3Tc3e1QM0JCJkFE1aAvhWKdg84PMYOB5MOg4mNWQ1cHuXF7ZMD+GhVDIfunMhzl47h9SvGsny899AnAZaP92ZyoCvbCnXMDnPj1qSzfHey4jBsfQi2/l7Sx9vB9BA3Lh3ryetHqga1R5SxD0vdS/YLgjB9WGciIzPK+DG9kqyqZkwiHMjvv4Hr8ZJGOg0mZo6Tg24Zx2LOdNe1dhEf7I7CgbfAFQqBq5JC2JldQ2Nb/xKLQ+VSQGpvgdmTi8J55uIxNh3rpBCYFKC1qx08SB0Hs+s6iPWVnlOFIDAr1J39Ixh0e6jc+HruO6yd+DS3hqygtaWefx/9N6s3rmZ/2b5eY9dnr8cgGrg+8DIQBCZ4jKegvYy2tiaLr5dRn8E41zBcNG4AbOnuQnlm0C0IAlOCpOe402CiWNdJlCXZ34pDIBohahGMXQAqLRQNbIsY7a2hTNdlk/zhx/wmmruMXJtw+v+sj4sT1yb4sjTacscoQRB4alE488a489ylETYtBB1Gpw5+ehicXKCzAbI32X3KR+YE06o38cqh/u0RZezH0qB7EVLgnScIQqogCGmCIJy9vrQyMuc4JpPIv7fmEunrikalYG9e/0H3gYJ6BAFmRMp1yTKOxcPFCXV3S2pH6rnNXJUUgsEksulE3w/oToOJT07WsTDCAw9ny23+hoPkYFfSa9rpMNje/KOwqZNOo0is32nN76wwN8qauyhpGrmmNSqliqlB0/h1wi/4bO4bfD/zbULV/ty/7X62F0maaL1Rz7rsdVzkPZUx3pI0JMEjGhMmMmstK6Zs7tCTUnkStT6Ut9PqeeNIFRsy6kkKdCVA27fL5NRgLSW6Lg5XtGISLWz/XrYPlM4wbg6oNBCzBMp2grH/LGuMjwYRyG+w/vn+LL2OUHc1s8LcrD72TBIDXPlgZbRlmvXhZM+T0FoNy94Br0jI+tTuU8b4unBtvC8fpNaO6Ov6QsLSoPtyYBxwMXAVsKz7UUZGph+2ZFSRUaHjgYtjmB7pw74Bgu79+XXEB3ng6YB2yTIyPREE4VQxpSP13GYmhHgw1k/L18fL++z7OqeB2jYDdySf/eLg5CAtepPIyZqhm/kMhLkpTnyPoHt2dwA3khKTMwn1CGPtzH8y3iWC3+x4iE1537K1eCu17bX8LOCyU64jCR4xAKTXnLDovO/sS6XZUMfRUh+e3FXGM3vKyW/sZFVc/8mB5G5d92fp0v85i5xLyvaDfxK4dr8245dBRz2UHup3uNnBxFqJSXlzF7uLm1kd73N2M9OOJOdryP0Gku6GxMUw406oOQZV1jnU9MeDM4NQCPDC/oGlYzK2M5RloEYQhAeB3wNLgTJRFIvMXyMyQxmZ8wxRFHlpWw4Rvq6smBzCnCg/sqqaqWnunTnoMpg4WtzAzHFylltmeAj0kAKVhGDPIUZajyAIXDUpmH35daea8ID0+n8npYbxPhouCh+8OG0kON010XaJSWZdBwrhdOAH0ve+Lk4jWkzZH54qD96a8RyT3eN4ZPejPHf4OcJcgrnI/7Qi1N/Z16piytQaadzrc6dx/O6JnLxnEln3JXHLABrmRH8X1AqBTbmNAEMXvbbVQkMOhM4GZfedkJgloFRD0ZZ+D4nwckYpWG8buCGzHhG4Nn6U/J/VlcLuJ8AvCZb8SXr+Jt8ITs5w8qOhjx+CYHc1t08O4MusBk7WOK6bq4zEUJnu94BpQBpStvufwz4jGZnznG2Z1Zwo03H/omiclIpTRZL7ztB1p5Y20qE3MXOsrOeWGR4C3CUXiZhA+2+r98dVSSGIInyXdjortr+shfTadm6f7N+rwcjZIkCrItRdbVfQnVXXTqSnMxqn0x+ZgiAwq9uv2xE+4PagdXLltWn/x1zvZKrbqlnjfykKl95a+gkeMZxsygIL5prdsgtBdGKmXyyeGie0aiXOTgOHC85OChIDXOk0ioS6q3BVDSEpKj8gPUZffHqbxgPGzoeS7WDqKwVSKxVEelnnYCKKIuvT65kV6ka45yhwhzIZ4adHABGWvQKu3e9rVx9IvAYKN0FHP02GrHx93jMtAE+Nkmd2l5/11/ZoY6igO0EUxZtEUXwDuAaYNwJzkpE5bxFFkZe25hDu48LVyaEAJIZ64q5xYm9uba+x+7uD8JljR0kGRuac48pJwdw2JxLNUEGQjcQEuhMX5M7XqaeD7rdTavDROLFyACnC2SA5yJVj9gTdtR39ejjPCnOjokVPUdPI+HUPhotSw0tTnuCFuIe5MWx5n/0J5mLKITpT5jXm0ajYT7hpAW5ay1w9AKYES0H+OEukJeX7QeUOEWf4M8RfBa3lUNW/DCbGR2NVpvtQeSuFTZ1cm3DuvBbtomwvVB2FmY9AxMTe+6bfCYZ2SF/fe3tTEay7Erb/yeLg29PZiYdmBrO7pJl3bLQQbO0ysim3kd/8UMhze/tK0C5Uhgq6T/mciaIoe8jIyAzB9uwajpc2cf/CaFRK6e2lVAjMGufbp5jyQEE9cUHueGvPckGOzKhl2aQQ/rQsYVivcVVSCEeKGihtbKdQ18XWgiZumuTXKyt8tkkO0lLWrKeqZfBmPv3RpjdS1NRJrF/fYNLs7bx/hFrCD4VKoWJx+CWotH01/Ake0YiIQxZTvnT0FUSTinmuV4LC8r+hWcZjsZ47cCpozljIxF4BCFDQv8Qk2kdDUVMnnRYWxX6WUYebSsHlVjiUnNOU7QOFGqbfBGfeRQqdAsHJkL3+dHBdmw4bb4TmMsj+HFL+a/Glbp7kx+Jxnjyzp8ziu0RGk8jnGXXcsTGP5P+mce93BfxUpMMgZ8tPMdQ7KkkQBF33VzMwyfy9IAiDLpcFQXhHEIRqQRBO9Nj2nCAImd0OKF8IguDVY9+jgiDkCoKQJQjCZT22L+3elisIwh9s/UVlZIYbc5Y71MuFVVPCeu2bG+VLcX0bJfWSRk5vNHG4sEHOcsuc9yxPCgHgm7RK3j3ZiJNC4KaJfiM7iawvYP9zkP0l1J4EQ+9s6KkmOVXWZ7tz6jsQ4ZRHd0+ivJ3xd3Vid8m5EXQPhrmY8mT1wJ0pT9aeZFvJFrrq5xHnH2TV+aeFuKFWCiQN1QxJVwrNpRA+p29Q7xYA4TOhdHu/h8b4aDCKkpvMULR2Gfk2p5ErY7yHlrucL5TtB/9J4DbAImLm3aArgOI9kiXj17eA4ARrNkLccjj8IhQM3PmzJ4Ig8PylYwhyU/PLTQU0dgydd33tcBW/3VxMZl0HN0704+NV0Ry+cyKPzg215rcc1QzVkVIpiqJH95e7KIpOPb4fqhx+LVLxZU82A4miKE4CsoFHAQRBSACuByZ0H/OaIAhKQRCUwKtIevIE4GfdY2Vkzjm2ZVaTUtzI/YuiT1m1mZkTLQUhZheT1NIm2vVGZsn+3DLnOeE+rkwO9+Kzo+V8lqPjqvHe/drKDRuiCfb+H6S+A9sfhQ3XwLtTYcO1kqUaUptrtVJgrw3Bsbn9e5xf36BbEAQuj/bi+7xG8uxoUT4S+Dv7EqD2Ib1u4GLKl1NexlXhRlf9PCItyVj3IECrYs9tE1gRO4QkpbzbUzzm4v73x18FjTmw/mrY/kdIex/KD4Kx61T3x5y6oZ/rTXmNtOlNXDNapCUdDVCXITUTUg6wiJhwNWi84cA/4Lu7wMUP1myA2Nmw6g0ITISffg/1ORZd0lPjxKuXR1LdauB3m4sG1Xcfq2zlxQMVXDXei923JvD4/DBmh7nj5MD+AKOBYbv/J4riTqD+jG0/9pCp7AfM6cAVwCeiKHaKolgA5AIzur9yRVHMF0WxC/ike6yMzDmFySTy3A9ZRPq6cu20sD77YwLc8HNzZm+epOs+UCAF3zPkTLfMKOCqpBDyaltpM4gjbxPYVAj6Fpj/BNy1G656HabeB415sOleMHTg7KTgimgvNmTU09JlXXOVjLp2XJwUjPHsXwb2wIwgNEoFz+w+93WrpzpT9hM8Hao8xJ7yPUxxWgomDZFe1hce+ruqhrblK9svBYMhE/vfP/0OmP0b0PhA8Q7Y9wx8cwt8eydRnkoEINeCBc73uY2EeaiZ1m1neFYx6WHP01IHSVspPyg9xiwaeIzKBZJvkhYtnlFww5cQkSjtU7vCDZ9Ij9/fJwXxFpAUqOWPF4WwpUDHf1Oq+x3T2mXkwR+KCHJT8dSi8HOigPpc5WyK7m4HzC2UQoGevWxLu7cNtF1G5pxi4/FyMiubeWhJ7Cktd08EQWBOlKTrFkWR/fn1xAS44es2CirqZS54lk0KRhBgVpALE/wd127eIqq7+7SNnQuhE2Hqz2DZ07D6v1CfDtv+CKLILUn+tOhNbMioH/x8Z5BV2854X82AwaS/q4r7pwexpaDJpkz6SDJQMaUoiryc8jIBzr54ds7D01mJl8bJ8RMQRcm5JHA6OA/wv0/lApf9Fe7eBA/nwa9OwKK/QeUhNPufJdxDPaSDSYfBxJ6SFi6J9Dg3AsCjr8PJD7vbtdvoF1++H5y0EDFz8HHzHoL5j8FNX0DQ2N77PMPgZx9DWxVsul8qsrSAW5P8WRrlybN7yll3sg7TGYu2J3aWUdTUyQtLIvF0HobXzSjirATdgiA8BhiA/5k39TNMHGR7f+e8WxCEw4IgHK6psa3aVkbGFroMJl7YnE1CsAfLJgYPOG5OlC/VzZ1kVTVzpLBelpbIjBoCPTT8+5qJPDUnYOQvXp0mBSOB8b23x18FC/8o2agdfYPkIC1Jga6sTa3pEzQMRlaP9u8Dcdtkf0Ld1Ty5qwyj6dwtGjMXU2ac0SRnV9kuUqpT+EXwKkpblTZluS2iIRfa62DM3L6FgP2hUIBPOCx4EGbcA5kfc6tm15AOJvtLW2g3mFgU6Xh/equpToOUN8BvErRVwsFXbTtP2X4ISAaXITL3rj5w8cPgM4AmP3wGrHhVWpCuuwK2PQyNBYOeUhAEnr10DMlBWh7eWsx163PI6G4Y9X1uI5+m13HvtEBmhg6PNeloYsSDbkEQbkHqaHmjeFogVAqE9xgWBpQPsr0Poii+KYriNFEUp/n7n/0uaDIXDp8eKqa4vo3fXxaLYhD92txuXfebO/Jp7TLKTXFkRhXLJwUT7WWlE0/O19KHfpsdiZKaVPCN7+uEAbDgYYhfCUdegoKt3JrkT35DJ7uLLctI17TpqWs39GsX2BONk4I/zA0ho7ad9VZm0keS/jpTluhKePbgs4S5BHN1yGUUNnUNX9Btdk4ZO8f6Yy97GiIu4ufNr+HeeBLDIIubnwqb0DgJDmn7bheGDtj+B9D4wnUfQeK1kP4+NAwe5PahpVKSUfVXfGoLSWvgV8cg+Q4o2CxZCm75LbT1Lx8ByUZw3TUxPHvJGPIaOlj2cSZ/2V7CH7YVMynAlQdnWld4e6EyokG3IAhLgUeA5aIo9mx1tBG4XhAEZ0EQxgIxwEHgEBAjCMJYQRDUSMWWG0dyzjIyg9HWZeClbbnMiPRhYezgi71wH1fCvF348lgZIOu5ZWQ49l/I/RrWr4SSPdYfb+iEukzwn9h/MCIIcPV/ugvIHuZKv1r8XJ1Ye9yyIN/c/r2/IsozWRbjxZQgLc/vKx9UNy6KIofKW3j/eM2ggeNwcGYx5a7SXaz5dg2NHQ08FXkvJmct5c1dRAxXI5naDFA6Q2Cc9ccqneC69+l09udlp39RVlna7zBRFNlWqGNumPvZt608+C9ozIeLn4GAcGnh4KSB3U9Z17CmfL/0OFDxqS14hsDy5+HBVJh+LxRthR2PD3qIQhBYM8GXbTcncN0EXz5IraXTIPLiZRGo+5FVyvRl2J4lQRA+BvYBsYIglAqCcAfwCuAObBYE4ZggCK8DiKJ4ElgHpAPfA/eLomjsLrr8JfADkAGs6x4rI3NO8O6eQmqaO3l4aaxF2sE5Ub6YRIjy1xLgbp07gIzMqKKlXGoFPn41uPjAprtg/z/BZEVLiPpMaXz49IHHqF3hhk9BUKA+/g43JPrxU6GOwsahbecyu10y4oaQl4B0C/7P80OpaTPw+pGqPvvb9EY+PlHL5R9ncu36HP6yo5Q/bC22SuriCBI8YjjRlMWbx9/g/q33E6L259OEZ5gaOoMSXRcmESKHK+iuywSvGHC28X+f1peSpW/jSSseO38rOdecQV5DJyW6LhaNPcvSkvIDcOJ9iF0DySulbe6BsOhRqNgLuT9Yfq6y/eDsBaFJjp+neyBc+QzM+63UDbTi2JCHeLs48czFY/j6+lg+WR1tWUMkGQCGTfEuiuLP+tn89iDjnwae7mf7d8B3DpyazAVGfWsXHXojIV5DZ6usoalNzxs78rg4LoBpkZZlredG+7HucCkzZT23zIVO8Q7pcdZ9EJYAXz8EqW9JwUroTFA4nf4KmQGByX3PYS6iHDNj8Gt5hkLkXKg6xk0zfXntcCXvp9bwl/l9nYYATKLINzmNvHusmkCtCl9XyywQk4O0rIj15s0j1ewo0uHipMBFpUCtVLC/tIXmLiPxfi78/eJwypq7ePlQFW5qJY/PDx2xgr8Ej/Fsrz3Ay8de4Ur/BTwefR8u3b7PRd3+18MiLxFFKeiOXDyw5Z0FhMZN55+Ga/mz7kOozQf/6F77txU2AbAocihX42Gkq0Wyr3QPh6VPg1OPUGvGL+DI+5Kt39gF4DTE59Kp4tNp/UuoHMXs++DA63DoRVi+1qJDEgNGuGh6FCCXmcqMev668SQZFTo2P7TAoef99HAxug4Dv1sSa/ExF0X74efmzOWJsv5N5gKneAdoQyAkEdQaWP06RC2EH/4Iae91Z7y7s8CugXDDVlCcEaxVp4GLP/hGDH29iDmQ8wMBYgNXRHvzWXodv50VjFZ9+pyiKLKruJln95ZzsqadOD8NTywIH+SkfXnsolCclQI1bQba9SYaO4y06fUsjHTn55P8mRasRRAERFGk3WDirZQa3NQKfjc7xKrr2Mpcv2msLfyMX4Zfz00RqxB6uIiYs//DEnS3lEOXDgIHsAq0EHeNilLXeKlfdkM/QXeBjjhfDaHuZ7HT77E3JR321Z+C9xmyQ6UTLHsB1l4B+16AuQ+DYpBFXVMhtFZC8i8sKz61FWd3uOg3sPnPULIPwmcP37UuYOSgW2bUk1/bQk51C7oOPR4axzXt2JtXR3SAGwkhlmdUfN2cOfynSx02BxmZ8xJDB5QdgOgVva3jJl8vFXnpu9u1m4xw4jP45gEoOQgRZwQC1angOwFUFryvx3QfW3aIW5MWsTG7gQ2Z9Vw13ptjlW0cq2pld3EzhytaCfNQ868lEayI9R7ad/oMArQq/nHp0IsAQRB47KJQWrpMvHKoCq1Kyb3TAq26li1M8oxj/4LPERSKPjr4wsZO3NVKvDXD0MGxtrspT2g/dyysROkfI1kq6Ap7bdd1Gjlc0cJdycP/PA5IVyukfwrhF8OES/ofEzkXJl4HaR9C3lcQPh/GXgph80B9hjvJKT33AOdyJDPugn2vStnusFnDG+RfoMjKd5lRT1mDVAyVXq4bYqTlGIwmDhXUy23cZWRsofwgGDsgZknfD3ZBALVa+tK4wMSrpeKz/E29x3U0gq4IgiZbFhyETJbOU3WU5CBXkgJdeXJnGZPfTOPWjXn8+0AlzV1GHp8fytab4rk6zseygLu9XrLBswFBEHh6UTjLx3vz7N5yvs2xrGGJvQhOTv0WnhY2dRLppR4eqUtdJggKCE60+1SBQaE0ilpMut4+07uLdRhMcPHYsygtyfpcyujPvK+3rORMVr4Gq9bCuCVQuge2/AbenwPH3u5dZFl2QLrTE2j5HVWbUblIjj+1qVDw0/Bf7wJEznTLjGraugw0tElZsxNlTQ7zxj5ZrqO1S27jLiNjE8U7QKmB8Ra4MTi7w/ilkL8VjH8GZXdW22x7N1gRZU+cnCFkCtQcRxAE/jA3hA9Ta0nwdyE5SMvEAFfcnW3I8G79Leg74OqPrT8WUCoE/rk4giMVLXyb08iVMUO0UR9Giho7SQoaJp1uXSa4R4Cr/QWOc6L9yT8cjFdpLmNF8dQiYVuhDk9nJclBZ6kLpckgSaP8k2D8/MHHKlUw6Wrpy2iA/N1Slvng89JzteApaUz5AQidN3AzIUeTfDPsflGy2Ry7UFooyTgM+dmUGdWUN55uonDSgZlucxt32WtbRsZKRFEKuoOmQ3cB35BMvAY66qFw1+ltNamAAGOmWX7tiDnQkAXtOmaHufPqFWO5f3oQc8LdbQu4jV1QlQI1x6HVtmw3gEopMCVYS0plq83nsJcuo4nS5i7bnUva6+HjJVC0vf/9tengEzt49tdCFicE4hQwHtf2Et46KjnFmESR7YU6FkR44DRIvwSHYOzqf3vBZkm7nnyXdKfGUpROELMQbl4H8x6BvG9g401Qshs6GyHiopGTejipYdEfpfdJtuxh4WjkoFtmVFPeKElLvF1VpJU1Oey8B/LrGecn2/7JyFhNYx60lEHkxZY3+oheDGr33hKT6jTwiAQ3K+42jZkNohEqjlo15QGpzwZjJyBCyV67TpUcpKWiRU9lywAB3TBT2m0XGGFrEWXmemgugZOf9d3X0SAVAwZMcFjwmDhpGkFCAy/uyefbnAbSqtuobTcMr2uJKMKRV2HtDMj7vu++1Hclx5Lk1badXxDgkj/CNWul98kP90rbx4+Anrsnk64D3/Fw6AXpfSbjMOSgW2ZUU9YddF8aH0heTQttXVZ4AA+A0SRysKBeznLLyPSkpVrSWQ+F2Sow4QrLz63SQPwyKP1JknKIohQM+CVaVkRpJnyGdLu80kFBd/Vx6VHRLQOwg8mBkiTiWGXbECOHB7Nd4Fhbgm6TATI+kb6v3C/9jXpSlyk9BjvOZ1rhJ7mWXOnXwG9+LOLlg5UIwIKIYQq6RREO/QuOvCJJo376fe+sfuVhqEmDibeCi50SncSr4fYfwC0YvOMsc+dxJAqlpDkXTPDV9bD/eakRlYzdyEG3zKimvLEdhQCXxAciipBRYb/EJKNCR3OnQdZzy8iY6dDB67PgxFtDjy3eAV7REBBl3TUmXgP6VsjfJt3C76iDYCudMDQeUra1ZugGIBZRdRxc/GDcIqg8YF2XwTOY4O+CWiGQUnV2JCZmu0CbulEWb4eWCoi7BgxtULS7935z0B1mv3PJKXyllvZ/iW8l1F3NlgIdyUFafFyGoVRNFGH/s1IH1ehVcN9B8IuHzb+G0u47HMfflRrYzLjVMdcMSYJfHYFbNlonVXEU4dPhlwdgwnWQ+jasXwGVKSM/j1GGHHTLjGrKGtsJ8tAwOVzSjp4osz/o3p/freceKwfdMjKAFMwmrITcDdDUf3tuADp1UpY5bL51GWqQirpcfaFg0+mmOBFDNMXpj4g5UJfWNxtrC9XHwTcRoi+BllKoL7D5VM5OCuL9Xc5iprsLN5UCX1uC1pMfgUsAXP4sqFyh+Azni9oMab+nA/sT+IwDBNzaS1i7PIoxHmrWTBiG/8miCfY8KRVIxl4P1/wHvILglq/AOxJ+/CVkrJd+59g14OnAOahcwOss2h+6eMM1b8AN68Gkh403QtHOszefUYAcdMuMasoa2gnxciHQwxk/N7VDdN0HCuqJ8HUlyFPWc8vInGLhI5Im9dDLA48p3SNpqmOXWn9+pRMkXA1lu6W22Ao1hEyy/jxjZkk+4ZUnrD+2Jx0NoCuGoGSIWiRtK7Vf151a1YbBNLKt4QEKGjuI9HK23i6wsQDK9kHcteDhC1GXQNkuyWPdTF0GeI+3fqE1GCoNeI0BXRERXs7suCXB/qC7pRJ2/Al++CVsuhu+uQ02rIb0jyHh57DqJdB0/9/X+sKt34BbEOz6MyidYc49o9PbevxieOCgtOhN//Rsz+a8Rg66ZUY15U3thHq7IAgCiaGenLAz6DaZ9dyyP7eMTG88w2Da7VDwLdTl9j+meAeoPSDqItuuMfEayd87e4MUxLm4WX8Oc5OcyiO2zcFMzxb0fuPBPRgq7NN1Jwe50m4wkV3XbtPx9e0GHtlSTHWr3upjixq7bCuiTP8YFE4w4w4p4Iy7EtproLxbwmPokAJz/wTHB6R+MdAseXXb7S1elyXpl3O/haZiaK0FfTs4ucG038KK5/va9rkHwm3fgHcUxP0MAiLtm8O5jLM7TLgayvdCR/PZns15ixx0y4xajCaRyqYOQrxcAEgM8SSnuoUOvXGIIwcms7KZpna9rOeWkemPeb+V/LAPvdR3n74VSnZByBzbC83CZ4JHqFS4FzAJlDbY/HkEg1ek/bru6lSpKHPMdCmYjFoElYfAYH3Aa8bsL51io8TkyZ2lfJpex6ZcCwpae6A3ipQ2d1pvF6hvhawvYMylpwPO8ZeBoISibdLP9TnS3Q0HFlGewjcGmovBYGeBfOkeSTphMsHqdfDAAXhgH9y3A+7dCsv+MrBPtmeYpL1e+bzlbjznK4mrpEVv3o9neybnLaP8FSJzIVPb0oneKJ4OukM9MJpEsiptX6Wf9ueWg24ZmT64BcDMe6B4M1SdPL29o0G6Vd/ZBInX257xVCggsduOLWSq7fOMmC15a5tMtp+j+jh4RoFbdzObcYugqwmqbLdYC/dQ46Nx4tgAxZR1bXrEAYo1txfq+CJL6mhprd93eXMXBpMNdoE5X4O+BabefnoB5OoD4bOgtFv7W5chPTqyiNKMX7SUSdeV236OrC9g0z3gGgzXfwUJC6TfRRAsf50KgmOlM+cq4bOkOzqFctBtK3LQLTNqKe1u/x7WHXRPCJE6oZ0ot11isj+/jjBvF0K7zykjI3MGc38Fzp5w6EXp55Zy+OpGydP6khchebl95592G4RfBLGLbT/HmNnQ2QAr/bOWAAAgAElEQVS1ObYdL5qkTHfApNPNXsYtlB7t0HULgkBykCspFX0z3QWNHcx+9yT3bypEb+wdeLd2GXnsp2KivTVcHOlhddBd0GiDXaAoSgWUXuNh/MLe++KugKZcqMuXgm6VFvysdKuxhG4HExrybTv++Duw448QkAw3fQURExw3t9GIQiFJTCr2QlvD2Z7NeYkcdMuMWsyNccyZ7jBvFzxdVDbruk/rueUst4zMgLh4w9xfQ/luOLkOvroB2mrgyrdhzk22SUJ64jMO7vgWAuzwLo6YIz1WHLbt+KZC6GqG4Cmnt7kFSHaElXb6dQdpyW3ooKmzt2Ti7ZQajCaR73IbeeD7gl6B93P7Kihv1vPspeHMDHWjqKmL2jbLZS5mj26r7AIrDkFDDiTe2Fd6EdftwV6wVbIL9B4/PLZ3ft1Bd5MNrjG538KB5yD8Erj5c/APc+zcRiuJqyV5V+4PZ3sm5yVy0C0zajkddEvV5oIgMDHU02bbwJzqFhra9MySm+LIyAzOrHvA1Q/2PA5GA1z9ESQvO3c0r77R0vyqbfQdrupuihM5u/f2qEWSbKWzxeapJQdJevfUqtPZ7oZ2A+sz6lgd78Of54XyfV4T928qoMto4khFK+8dr+Hnk/yYGuzGlGDrm+wUNnWiVSnwd7XQLlAU4ehrUlHstBv77vcZB35xULpdKlD0jR+ev717sGRRqCuy7rjKFCnD7Z8E174Nbp6On9toJXQqeI6BIlliYgvnyH9AGRnHU9bYjrvGCXfNaa3dhFAPsiqb6TIMruUsqW/joU+Pse5QCY1tUltms55bLqKUkRkCtRaWPiPdtr92PcTPP7es1ARBsg6sTrFN1119HFRuEBTfe/u4RZKfcelBm6c2KVCLQO+g+cO0WjoMIncmB3BHcgCPzw/lx/wm7vuukEe3FhPspuL3c0IASPR3xUkBR62QmBQ2dhLhaYVdYP73UgfOKQ+Ap1//Y+KugOqjYGiHwIkWz8UqBEFaQDVbEXTriuHH+yXf8NXvg4f38MxttCIIUkFl5UHJ4UXGKuSgW2bUUt7Y3kd7nRjiSZfRRE714MWU/9qczYaUMh7+PJVpT23h1ncPsu5wCSGeGsK8ZT23jMyQTLoO7v0JoqacWwG3mfiroLUcTnxs/bHVqeA7AZzP8OqPmA1KteRbbSMezkqifTQc6w6aOwwm3kutYUGEO+N9pf89t00O4IkFYWwpaCK7voOnFoXjppZkOy4qBfF+LlbpuvPqJY9ui9C3wf5/SFruefcN/LeNu/L098NRRGnGL0YKpC3pBtrRKBVNmoywci0ERQ7fvEYziaslR5qcTWd7JucdctAtM2opa+zoG3SHdhdTDqLrLmtsZ+Pxcm6bG8nXv7yIO+aNJbe6hRNlOuZG+9nvBysjc6FwLr9XJq2ByPlw+AXQDdJF80z0bVJRaGBSX8mEWgthM6QsoB1MDnIlpbINURTZmNVAbZuBu5IDeo35eZI/Ly6J4NG5IVw8trc8YkqQluNVbRgtaLJT1NhJsa6L6SFayyZ37E1orYSFfwXtID7pIVPALVDy8A5KsOzctuAbA60V0DGEpMdklNq2N5fAZa9C1LThm9NoJ2gi+ERZJjGpPQmF26C9bvjndR5gQ79XGZnzg/LGdqZF9L51GOHjipuzEyfKdKyZ3v9xb++SinLunDeOUC8XJoZ58oelcWRWNhMqZ7llZEYHggArXoHXZsP2P8FV71q2SKg9KWX5wgdoQR+1CLY9CU1l4Blq09QmB2r5LL2e4qYu3kqpJs5Pw9xw9z7jVsb1X1+SHKTlvdRasuraSfAf3BN9W6GUgLg40gJds65YcvyIXAqJlw0+VqGA6XdC8THQWBjQ24JfDCBCQwG4DNKhtOAHqDgIcx+X6gvO5QXhuY4gSI2qdj4HukrwCOp/XGsVfH2rZCsJ4B4GAUkQOBkCk8E3VlqUXUDImW6ZUUlLp4Gmdn2fIFmhEJgQ4jGgbWBjWxefHCpmeVJIryy5IAjEB3vgobkAvFhlZC4UvCNg8ROS48iJTyw7xlxEGTGz//0JKyWJya7HLZM89IO5mPLfByvJru/gruQAq+6wmYspLWmys61AR7S3xjKP7r1/B4UKLn3itFXiYCx4GG780LKxtuIbLT02DuJgIoqQ8iZ4RMJF95w7Bb3nMxNWSdaZud/1v18UYdffpBqHy/8D8x4D3wQoPwR7n4YvroF3p8PXt0j2ooP9/UYR8itPZlRypl1gTxJDPcmo0GEw9i2gen9fEW1dRu5eMG7Y5ygjI3MOMO12iJgHh56H5rKhx1englsYeA6Q3fOLhsVPQvkeOPaOTVMa7+uCi5OCDZn1BGpVXDXeumK/cA81vi5OQxZTtnQZ2V/WwiVjPYY+afFOKP4Jku6GkBjLJzPcAa456B7MwaRkB9RnweT/b+/O4+uu6vyPvz7Zm2ZrliZp0n2lTelCNyiWrSwVlcUFEQQUR3FUQEcUld84o6PDjIwOijIgoDiCCihalK1U2jIsXSgtTZvue9omabM3e3J+f3y/KSnN3ntzm3vfz8cjj5v73e7n25ObfnLu55zzD/1fDVVONnwKZE2F7c94i169367nvZ+XWV+GuZ+ES74BtzwN39gOX94AH/oFTP2EN/Xmhkfgj9dC0dP9/kN1sFDSLWGp2E+689ISTtlXkJdCQ3MbGw+evFRyQ3Mrv35jLxdNzmJKTi/+ExKRwS8qCq5+AAyvzKSn//RLN0Lm9O5XIJz/BZh4Bbz931Ba2OeQYqKMs7O95PDmGZnERfftv2pvkZ2hPQ6m/L/9NTS3OS4a08PvO+fgzXsheTRc+NUzq6c4PsmbOrBmf+f7nYN3HvJWnJx308DGFu4u/z7UHoTnPnNy4t1Q4fVmp0+Di//p5J8XM8gc6001+dGfwVfegts3eivMvvbPsOyrXiIeps6gd45I4BRXtCfdp/ZqLByfSfrQOG55bC3Li0pObH963QHKjzdx2wVBWDlNRM5cw8bA4n+Fw29B0Z+6Pq76INSVeoMEuyv3MINrHvTmAl/+NWju2wqRAOfmJ5ESH80NBV1MydeDWTmJ7K5opLKhpctjlu+tIiU+mnNyuxkQCd5Axao93kI4yWn9iieoMiZ23dN9eC2UbICzPwNJ6kwJqAmL4RP/C5U7vdrtBr8j640feonzZT+CxF7U8w8bCZ95Di74Dux7BZ6+Gkr6OYf+GU5Jt4SlQ5X1xEQZWcmn1ikOT0lg6ZcXMjozkVsfX8dPlm2nubWNh1/bzaxRacwbq8VvRCLO3M9B7kxY/zNoaez8mA0PeQO/2ldc7E5iOnz0EagthpX/0udw/nFONitumkpqQv/qoWfltNd1d57wtznHq3uquWB0MrHRPdSLH93iPY7qYvR5qGVO9ObqbunkD4x3HoKEdDj3cwMfVySYsgSuewKqdnuJ9/Y/w86/QsGtMOncHk8/ISoaLvoG3PK81zP+3C1Q1cWnF4OYkm4JS4cq68lJTSA6qvP/TPKHJfLMbefx0dn53L98Bx+8/zUOlNfzhUXjNSWgSCSKioLLvg91JbDxN6fuL98B2/4Ekz4B+b2cAm/sB+D8f4Ldf4Utz/QpnLjoKNKH9H8A4ozsRKKs68GU75bUcbS+hUt6M2vJ0SKwKBjRzewgoZQ50etZrS07eXvpJih+A6Z9GlLUmRI0ky/3Eu/qPbDiW5A6Hi79dv/KkEYvgM+97J371n8FPtYQU9ItYelQZUOngyg7SoiN5r6Pn833rprGnqPHGZc1lMumZg9QhCJyxhm7CMZdApsegYb3DQ5b82OISYSL7u5bMnHh3TBqIbz+L7D9uYCG252hcdFMzuh6kZy/760myuCC0b0ouThaBCmjIfEMXS49wx/YWbn75O0bHobYZDjvi5oiMNgmXQaf/B2kT4LF/3l6ZUipebDgS9484Ic3BC7GM4CSbglLxZX15PeQdIM34Oimc8fwwh0f4PHPzCOqi55xEYkQl/2r12v69kPvbTu0BvavgOm3wvBRfbtedAzc8BTkzYGVd8O2Pwc03O7Mzh3KhiN1tHUyOPTve6qYnTOUYb3pTT+2BYZN6X7waChl+ONwdi6FHUth98ve495X4KzrIb2LmWYksCYuhq+sgYJLTv9a598JQzK81U/DaEaTyJqVXCJCS2sbR6p77unuaGL2qQtPiEgEypkOBR+Doifh7E97qyqu/hEkZsOi2/vXYxqfBDc9C7/9OKz8tje/8ZRrvX2tTV4JxL4VUHcUWhu9ba2NXu/yRff2u5d2Vk4iT2w6yq7yBiZmvPf78EhtE4Vl9XzjvNyeL1J/zFvkZFpBv2IYEGmjICkHdi/1vtrFJMLCL6uXeyAF6t86IQUu+hY8/3XYtQwmXBaY64aYkm4JO6U1jbS2uT4l3SIiJ1xyD2z5M6z5KYw+H8oKYdEPIK1/M4kA3hLxNz4DT1wHq+6Byr1wvBj2r/RmN4kdCkNHeAvrRMV6iffOpTDxWhjZxUI8PWgfTLn+SN1JSfere6u92xzby3pugPxZ/YphQERFwx0boOIwNNdDUx201MOQzL5/MiFnjnNugbcehHU/gXEXh8XqlYP/DkTe58Qc3VqyXUT6Y9gYmHsrrHkYDr8OaRNhwWdO/7pxiXDjU/Dk9fDuLyF+GIy+DKZ8CKZcCkOS3qsXbzoO9030ZoPoZ9I9Li2e1PhoXtpVycVjU8hK9MpDlu+pJi85jknpp65jcIpjftKdN7NfMQyY2CEwXIuahZXoWG/F2D/cAJt+BzM+HeqITpuSbgk7h7pZGEdEpFcW3QXv/BbqyrwSj97MN9wbsUPgxqfhwDswfJq3QmJnH8nHJ8HUq2DLUmi6x+sp7yMz45op6fx6YxnzHy1kQV4SSyak8fqBGj4+Nb13MzUd3eL1wKcM7/Pri5y2KVdC/nzY8CBMucZ7XwxiGkgpYae4myXgRUR6ZWgmfPh+b+nwGR8J7LWjY2HMPC+R7y7xnXmDV3qy86V+v9R3F+Xx4qem8KU52Rypbeb/rThIfUtbz6tQtju6BdInQ4z66CQEzOCKH0JjBSy7c9CvVql3kYSdQ5X1DEuMJTFOP94ichqmf8z7CpXRCyF1pFfbPfXafl3CzJiSOYQpmUP42oJcio7Ws/VoQ++mCmyqger9MOEqDUaU0MmfA0t+BC9+C/74Mbji5zBsQqij6hf1dEvYKa6oVy+3iAx+UVEw81NwZA1UHjzty5kZU7MSufasdKJ6k0Qf2+o9nun13BL+5n8ebvoLtByHZ6+D3ctCHVG/KOmWsNObhXFERAaFGdcDDrY927/zX/kqrPh2/849MXPJOf07XySQxp4Pt63yFkN65XZY9/NQR9RnSrol7ByqrCdPSbeIhIP0sTDqPNj9XN8XCancDbtfhH2vQmtr31/76BZIyIBheX0/VyQYUvO9ZeLPugbWPwDFa0MdUZ8o6ZawUlnXRE1ji5JuEQkfs26EmgNwcE3fztv8O++xsRIqD/T9dY8VQfoZvBKlRKbYBLjm55CUC2/8ANr68QdliCjplrDy5Jr9AMwdmx7iSEREAmTqVRCb6M3Z3VtNx2H7s5Dqz11dVti312xpgIpdkDlVgyjlzBM3FC77PlRsg81/CHU0vaakW8JGdUMzD63czUWTs5g5Mi3U4YiIBEb7nN37l3nJdG/sXOpNN3jR97yV/NoXuemt8h3gWmHEjL7HKzIQpn/Mm8N7/c+goSrU0fSKkm4JG4/93x6q6pv52qWTQx2KiEhgtc/Z/dfPwsZHoXx71zXezsHmJ7zSkLMug6wpUN7HpPvoFu9RgyjlTGUGV94HTdWw+v5QR9MrSrolLFTWNfHoa3u4YloO0/NTQx2OiEhgjTkfLvp/0NoAq++DZ66CJy6CtT8F13bysYfXeKUhBTdCfDyMmOkl3X0ZTHmsCGKTIVNLq8sZLPdsmHUTbH8Kjm0PdTQ9UtItYeHhVbupbWrhq5dOCnUoIiKBZwYXfB3uWAtf2QSX/ggyz4J3HoRX7oK25veOLXwC4lLgnE95z3Nn9n0wZftKlHFxgb0PkUC75J8hLgnW/qjvM/wMMCXdMugdrW3kV6/v5cNnj2ByTnKowxERCa6MUbDw8/DZv8CF98Ce5+HF26G1CWoPw77lMPFaSPEHlI+Y7T32djBlWzOUb4OMs7wFekTOZEMz4KJvQ9nbsPvlUEfTLa2TLYPe/6zYRWNLK3csnhjqUEREBtaFd0F8Mrz0TXj+C5Axyevtm/8P7806kj3NH0y5BfhQz9es3OMl8LkaRCmDxNzPQelWyJka6ki6FbQ/Yc3sMTMrNbPCDtvSzWyZme3wH4f5283MfmpmO83sXTOb3eGcm/3jd5jZzcGKVwankuoG/vetfVw7O5/xWUmhDkdEZOCdext8+AFvufjC30De+TBiynv7YxO8wZS9ncGkdKP3mD8r8LGKBEN0DHzkv2HUzFBH0q1gfm70a+CK9227G1junJsILPefAywBJvpfnwceBC9JB74LzAfmAd9tT9RFAB57fQ+tbY7bL1Yvt4hEsHM+DR99DIZkwtwvQsz7PsgeMRMqtvY8mLKtFd59HJJHQ+604MUrEoGClnQ751YB5e/bfBXwuP/948DVHbb/xnneAtLMLBe4HFjmnCt3zlUAyzg1kZcItmxzCedNyGRURmKoQxERCa2Ca+Dr2+HsJafu6+1gyp3PQeUumHcnJGhlX5FAGugREtnOucMA/uNwf3se0PE3wUF/W1fbRdhdVsvuo8e5ZMrwng8WEYkE0dGdD35sH0xZuqnrc1ub4O0HYNhkmHt9cOITiWBnyrDkztaYdd1sP/UCZp83s3Vmtq6srCygwcmZ6e9bSwG4WEm3iEj32gdTdrdIztZnoKYYFnxdvdwiQTDQSXeJXzaC/1jqbz8IjOxwXD5wqJvtp3DOPeycm+Ocm5OVlRXwwOXMs7yolMnZyYxMV2mJiEi3ehpM2VIP6x+ErJkw86qBjU0kQgx00r0UaJ+B5GbgLx223+TPYrIAqPLLT14CLjOzYf4Aysv8bRLhquqbWbu3nIvPUi+3iEivjJgJFV2sTFn4BNQfhfPu8laxFJGAC+aUgb8D3gQmm9lBM7sVuBe41Mx2AJf6zwGeB3YDO4FfAv8I4JwrB74PrPW/vudvkwi3ansZLW2OxUq6RUR6Z8QsaKyCyv0nb2+qgY2/hNzzoODy0MQmEgGCtjiOc66rURiXdHKsA77UxXUeAx4LYGhyBmhtc2w+VMXZ+Wn9On95UQnpQ+OYOVIzSIqI9EquP+92aSFkjH1v+8bHoLEaFt0NsbGhiU0kApwpAykjxs7SWo43toQ6jJB7ofAwH3ngdd7e1/cPLlpa21ixvYwLJ2cRHdXZWFsRETnF+wdTujZY/wt45yEYfRlMXBja+ETCnJLuAVTd0MyHfvYaP162PdShhNyG/ZUA/O3dI30+950DlVTWNXPJlOxAhyUiEr5ODKbc4pWUvHw7rPsZjFkCV//i1AV1RCSglHQPoFe3ltLQ3HZiqrtItuVwNQAvbT6CV13Ue68UlRATZSyalBmM0EREwteIWVC+BZ69DvavgHnfhOt/DcM065dIsCnpHkAvFnq9unuOHmffseMhjiZ0nHNsPlRNWmIsxZX1vHuwqk/n/72olPnj0klOUO2hiEifjJjp9XI3VMKHfgWXf1OzlYgMECXdA6ShuZUV28o4f4LXO7tye+Qu4FNcWU9VfTO3LhxLTJTx4ubel5jsP1bHjtJaLlZpiYhI3xV8FOZ+EW54HmZ/xFvBUkQGhJLuAbJqexn1za184YJxjEpPZOW2yE26txzySkvOm5DJueMzeLGw9yUmy7eWAGiqQBGR/hgyDK68F0ZNBdNAdJGBpFETA+SlzSWkJMSwYFwGF07O4ul1B2lobiUhNvJ6GTYfqsYMzspN5oqCHL7zbCHbSmqYkpNy0nE7S2v41et7SUuMJTMpnsykeJZuPMT4rKGMzhgaouhFRERE+k5J9wBobm3jlaISFp+VTWx0FBdMyuI3b+5j3d4Kzp8YeYMBNx+qZmzmUBLjYrhsag73/LmQFzYdOSnpbmlt447fb2DbkRoc3rze7b544fgQRC0iIiLSf0q6B8CaPeVU1TdzeUEOAOeOzyAuOooV20ojMukuOlzN7NHeojZZyfHMHZPOi4VH+Oqlk04c86vX97L5UDUP3jCby6flUFHXxNHaJirqmpjRzwV1REREREJFNd0D4MXCIyTERrFoojclU2JcDPPGpofNYMoXC4/wxOp9vTq24ngTxZX1TBvxXq/2koIctpXUsLusFoAD5XX8eNl2Fp+VzRUFOURFGRlJ8UzOSWbBuAyGxEVeSY6IiIgMbkq6g6ytzfHyliNcOGn4ScnihZOz2FFaS3FlfQijO32/XLWb2377Nt95tpDfr9nf4/FF/vzcU3PfS7ovn+Z9AvCCP6Dynj8XEmXwvaumYRroIyIiImFASXeQbThYSUl1I5cXnDzF3YWTvV7vwTqLiXOOf3+hiB88X8SV03NZNCmLe/5cyJu7jnV73mZ/5pKOPd0j0oYwY2QaLxYeYenGQ6zcXsZdl09mRNqQoN6DiIiIyEBR0h1kLxUeISbKTplXenxWEnlpQ1ixbfCtTtnS2sY3nnmXh1bu5sYFo/jp9bN44FOzGJM5lC8+8TZ7j3a98M/mQ1XkpCSQkXTyYgxLCnLYVFzFP/9lMzNGpvHpc8cE+S5EREREBo6S7iByzvHS5iOcOz6D1CEnr55oZlwwOYs3dh2jqaWtT9ctrW7gpsfWhKQmvLXN8cUn1vP02we5c/FEvn9VAdFRRkpCLI/ePAcDbn18LVX1zZ2ev+VwNVNHpJyyfYk/yPR4Ywv3Xjud6CiVlYiIiEj4UNIdRNtKath7rO5EzfL7XTApi9rGFt7eV9Gn6/529X5WbS/js79ey5Ore66jDqRVO8pYtqWEu5dM4c7Fk06quR6dMZT/ufEc9pfX8eUn19PSevIfEw3NrewqO35SaUnHcz8yYwRfv3wyZ+Weul9ERERkMFPSHUSr/J7oS6d2vmT5wgmZxERZn3qsm1vb+P2a/Zw3PoMPTMzk289u4t4XttLW1rsVHU/XU2sPkD40js8uHNvp/vnjMvi3qwt4bcdRfvvWyTOabD1SQ2ub6zTpBvjp9bO47QLNwS0iIiLhR0l3EG0qriYvbQjZKQmd7k+Kj2HOmGF9quteXlRKaU0jn104lkdumsMN80fxPyt38ZXfv0NDc2ugQu/UsdpGXikq4dpZecTFdP2j84k5I1kwLp0HXt3J8caWE9u3nBhEmRrUOEVERETONEq6g6iwuIqCvO5LJS6eMpytR2o4UF7Xq2s+sXofI1ITuGjKcGKio/i3qwv49gen8Ld3D/OdZwsDEXaXnn2nmOZWx3VzR3Z7nJnxjSumcLS2iV+9vufE9s2HqkhOiCF/mGYlERERkciipDtIahqa2XP0OAU99OpeMS0X8BaY6cm+Y8d5bcdRPjlv1ImBhmbG5xeN55pZeazaUYZzwSkzcc7xh7UHmDUqjYnZyT0eP3vUMC6dms1DK3dTcbwJ8AdR5qZo7m0RERGJOEq6g6S9lKIgr/uke1RGItNGpPBC4eEer/nkmv1ER1mnPc0z8lMpq2mkpLqxfwH3YP3+SnaU1nLdnO57uTu66/LJ1Da18ODKXbS2ObYerlFpiYiIiEQkJd1Bsqm4Cug56QZvurz1+ys5XNX16pSNLa08ve4gl56V3WmN+PT81JNeN9CeWnuAxLhoPjRjRK/PmZSdzLWz8nn8jb28uesY9c2tnU4XKCIiIhLulHQHyeZD1WSnxJOVHN/jsUumeyUmL3VTYvJi4RHKjzdxw4JRne6fmptKlMGmg5X9C7gbxxtb+Ou7h7hyei5J8TF9OvfOxRNpc467ntkI0OXMJSIiIiLhTEl3kBQWV/VYz91ufFYSk7KTeKGbpPuJ1fsZnZHIwvGZne4fEhfNxOHJQenp/tu7hzne1NrjAMrOjExP5Ib5ozlc1UBcdBQThicFPD4RERGRM52S7iCoa2phV1ltr0pL2i0pyGXN3nLKak6tyd5RUsOaPeV8at4oorpZqXF6fiqbiqsCPpjyD+sOMD5rKOeMHtav87988QQS46KZlJNEbLR+5ERERCTyKAMKgqLD1bS53tVzt1syPQfn4OUtp/Z2//K13cRFR/Gxc/K7vcb0vFSO1jZxpLqhzzF3ZWdpDW/vq+C6uSP7PetIZlI8v7hhNvdcOTVgcYmIiIgMJkq6g6CwuH3mkt7XL0/OTmZs5lBe2HRy0v38psM8te4gtywcQ0ZS9/Xh7YMp3z0YuBKTZ98pJibKuGZW9wl/Ty6cPJwF4zICFJWIiIjI4KKkOwg2FVeRmRRHThcrUXbGzFhSkMObu4+dmNd637HjfPOZd5k1Ko27Lp/c4zWm5qYQHWVsCmDS/cauY8wYmdarAaEiIiIi0jkl3UFQWFzFtBGpfS7HWFKQS2ubY9mWEhpbWvnSk+uJijJ+dv2sXtVCJ8RGM3F4UpeDKTcdrOJQZdfTEr5fXVMLmw5WMX9seq/PEREREZFTKekOsIbmVnaU1vaptKRdQV4K+cOG8ELhYX74tyIKi6v5r4/PIH9YYq+vMT2v88GUxxtbuP6Xb3Hfy9t6fa31+yppaXPMV1mIiIiIyGlR0h1gW4/U0NrmmN6HQZTt2ktMVm4v4/E39/EPHxjL4qnZfbrG2fmplB9v4lDVyYMp/7bpMLWNLRys6H1P9+o9x4iOsn7PWiIiIiIiHiXdAVbol3b0d7nzKwpyaXMwa1Qa37hiSp/Pn56fBpy6SM5Taw8AUNKHmU1W7ymnYERKnxfEEREREZGTKekOsM2HqkgdEkv+sCH9On/2qDR+cE0BD914Tr/mtJ6Sk0xMlJ1U172ztIZ1+ypIjo/hSFVDr+bxbmhuZcOBShBrO3oAAA7OSURBVOapnltERETktCnpDrBNxVVMz+v7IMp2ZsYN80czvA8zn3SUEBvNpOzkk6YNfGrdQWKijBvPHU1jSxuVdc09XmfDgUqaWtqYP1b13CIiIiKnS0l3ADW1tLHtSA3T+jGIMpCm56VS6A+mbG5t40/rD3LxlOEnlqXvzeI5a/aUYwZzx6inW0REROR0KekOoO0lNTS3uhPJbahMz0+loq6ZgxX1LC8q5WhtE9fNHUlOqjfXdm+S7tV7jjElJ4XUxNhghysiIiIS9pR0B1D7IMr+zFwSSO2vv6m4iqfWHWB4cjwXTMoiJ9WrMz9S1X3S3dTSxtv7KjQ/t4iIiEiAKOkOoMJDVSTHxzAqvffzagfDlNxkYqONV7aUsGJbKR87J5+Y6CiGJ8dj1nPSvam4iobmNiXdIiIiIgGiueACqLC4mml5KURF9W8QZaDEx3iDKf/0TjEAn5gzEoDY6Cgyhsb3OG3g6j3HADRziYiIiEiAqKc7gPKGDeEDE7NCHQbgLZIDsGBcOmMyh57Ynpua0GNN95o95UwcnkRGUnxQYxQRERGJFOrpDqCff2p2qEM4oSAvFTjAdXNHnrQ9OyWBgxV1XZ7X0trGur0VXDVzRJAjFBEREYkcSrrD1IdnjKC2oYUrp5+cPOekxrNuX3mX5xUdrqG2sYX54zQ/t4iIiEigqLwkTKUkxPKFC8YTF3NyE+emDqGyrpmG5tZOz2uv59YgShEREZHAUdIdYbL9lS67msFk9Z5yxmQknjhORERERE6fku4Ik9OedHcymNI5x9q95Zq1RERERCTAQpJ0m9lXzWyzmRWa2e/MLMHMxprZajPbYWZ/MLM4/9h4//lOf/+YUMQcLnJSvaS7s2kDD1U1UFnXzNn5aQMdloiIiEhYG/Ck28zygNuBOc65AiAa+CTwH8BPnHMTgQrgVv+UW4EK59wE4Cf+cdJP7Un34U7KS7aX1AAwOSd5QGMSERERCXehKi+JAYaYWQyQCBwGLgae8fc/Dlztf3+V/xx//yVmFtrVZwaxpPgYkuJjOq3p3n7ES7onDVfSLSIiIhJIA550O+eKgfuA/XjJdhXwNlDpnGvxDzsI5Pnf5wEH/HNb/OM1n91pyElN6LS8ZHtJLdkp8aQmxoYgKhEREZHwFYrykmF4vddjgRHAUGBJJ4e69lO62dfxup83s3Vmtq6srCxQ4YalnJSELstLJmWrl1tEREQk0EJRXrIY2OOcK3PONQN/As4D0vxyE4B84JD//UFgJIC/PxU4ZXUX59zDzrk5zrk5WVlnxlLsZ6rslFN7utvaHDtKlXSLiIiIBEMoku79wAIzS/Rrsy8BtgCvAh/zj7kZ+Iv//VL/Of7+vzvnTunplt7LTU2gtKaR1rb3/hkPVNTR0NzGpOykEEYmIiIiEp5CUdO9Gm9A5Hpgkx/Dw8A3ga+Z2U68mu1H/VMeBTL87V8D7h7omMNNdmoCrW2Oo7WNJ7ZtL6kFUE+3iIiISBDE9HxI4Dnnvgt8932bdwPzOjm2Afj4QMQVKXI6rErZvvJk+3SBE5V0i4iIiAScVqSMQLmpp65Kub2khry0ISTFh+TvMBEREZGwpqQ7AmV36Olut+1Ijeq5RURERIJESXcEyhgaR2y0nejpbmltY3fZcdVzi4iIiASJku4IFBVlDE9OoMTv6d57rI6m1jYl3SIiIiJBoqQ7QuWkvrdAzg5/EKWSbhEREZHgUNIdoXI6LJCzraQGM5gwXDXdIiIiIsGgpDtC5aQmcKS6AeccO0pqGZWeyJC46FCHJSIiIhKWlHRHqJyUBOqaWqluaGFbiZZ/FxEREQkmJd0RKtufq/tAeR17jx7XdIEiIiIiQaSkO0K1L5Dz5q5jtLQ59XSLiIiIBJGS7gjVvhT8qh1lgGYuEREREQkmJd0RanhKPACr95QTHWWMyxoa4ohEREREwpeS7ggVHxNNxtA4mlraGJORSHyMZi4RERERCRYl3REs2y8xmZyj0hIRERGRYFLSHcFy/MGUE4cr6RYREREJJiXdEaw96VZPt4iIiEhwKemOYO0zmGiObhEREZHgigl1ABI6H5yeQ0VdE2MzlXSLiIiIBJOS7gg2YXgy3/3wtFCHISIiIhL2VF4iIiIiIhJkSrpFRERERIJMSbeIiIiISJAp6RYRERERCTIl3SIiIiIiQaakW0REREQkyJR0i4iIiIgEmZJuEREREZEgU9ItIiIiIhJkSrpFRERERIJMSbeIiIiISJAp6RYRERERCTIl3SIiIiIiQWbOuVDHEHBmVgbsC9HLpwJVIXrtYBkF7A91EEGgthoc1E6Dh9pqcAjHdgK11WARju002jmX1dNBYZl0h5KZPeyc+3yo4wgkMyvrzQ/TYKO2GhzUToOH2mpwCMd2ArXVYBGO7dRbKi8JvOdCHUAQVIY6gCBRWw0OaqfBQ201OIRjO4HaarAIx3bqFSXdAeacC8c3SLh9tAWorQYLtdPgobYaHMK0nUBtNViEXTv1lpJu6Y2HQx2A9JraanBQOw0eaqvBQ201OERsO6mmW0REREQkyNTTLSIiIiISZEq6I5CZjTSzV82syMw2m9kd/vZ0M1tmZjv8x2H+djOzn5rZTjN718xmd7jWf5hZof91XajuKVz1o62mmNmbZtZoZl9/37UeM7NSMysMxb2Eu0C1lZklmNkaM9voX+dfQ3VP4SjA76m9ZrbJzDaY2bpQ3E84C+B7arLfRu1f1WZ2Z6juK9wE+D11h59PbA7HNlJ5SQQys1wg1zm33sySgbeBq4FbgHLn3L1mdjcwzDn3TTP7IPAV4IPAfOB+59x8M7sSuBNYAsQDK4GLnXPVA39X4akfbTUcGO0fU+Gcu6/DtRYBtcBvnHMFA30v4S5QbWVmBgx1ztWaWSzwf8Adzrm3QnBbYSfA76m9wBzn3NGBvo9IEMi26nDNaKAYmO+cC9V6HmElgL/7CoDfA/OAJuBF4IvOuR0DflNBop7uCOScO+ycW+9/XwMUAXnAVcDj/mGP470h8Lf/xnneAtL8N9lUYKVzrsU5dxzYCFwxgLcS9vraVs65UufcWqC5k2utAsoHIu5IFKi28t9ntf7TWP9LvSMBEsj3lARXkNrqEmCXEu7ACWA7nQW85Zyrc8614HXkXTMAtzBglHRHODMbA8wCVgPZzrnD4L2JgOH+YXnAgQ6nHfS3bQSWmFmimWUCFwEjBybyyNPLtpIzwOm2lZlFm9kGoBRY5pxbHbxoI1cA3lMOeNnM3jazsFrA5EwTwN9/nwR+F+j4xHOa7VQILDKzDDNLxPt0PaxyiphQByChY2ZJwB+BO51z1d6n2p0f2sk255x72czmAm8AZcCbQEtQgo1wfWgrCbFAtJVzrhWYaWZpwLNmVuCcUy1+AAXoPbXQOXfI/7h8mZlt9T9RkgAK1O8/M4sDPgJ8K4Dhie9028k5V2Rm/wEswyuF3EiY5RTq6Y5Qfq3oH4EnnHN/8jeX+GUj7TVapf72g5z812Y+cAjAOfcD59xM59yleMl52NRenSn62FYSQoFuK+dcJbAClW0FVKDayTnX/nuwFHgWrxZVAijA76klwHrnXEngI41sAXxPPeqcm+2cW4RXDhlWOYWS7gjkD9R6FChyzv24w66lwM3+9zcDf+mw/SbzLACqnHOH/Y/AM/xrng2cDbw8IDcRIfrRVhIigWorM8vye7gxsyHAYmBr4COOTAFsp6H+oDHMbChwGd7H4xIgQfj9dz0qLQm4QLaT/6kRZjYKuJYway/NXhKBzOx84DVgE9Dmb/42Xg3WU8AoYD/wcedcuf+GegCvt60O+Ixzbp2ZJQDr/fOrgduccxsG7k7CXz/aKgdYB6T4x9cCU/2P+n4HXAhkAiXAd51zjw7g7YS1QLUVMAZv0FE0XsfIU8657w3cnYS3ALZTJl7vNnilmk86534wUPcRCQL8+y8Rb2zSOOdcxC5DHgwBbqfXgAy8QZZfc84tH9CbCTIl3SIiIiIiQabyEhERERGRIFPSLSIiIiISZEq6RURERESCTEm3iIiIiEiQKekWEREREQkyJd0iImcQfwnkDf7XETMr7vD8jSC95iwzeyQY1+7Fa79iZsNC8doiIgNJUwaKiJyhzOxfgFrn3H1Bfp2ngX9zzm0M0vVjnHOdLudsZjcD+ZrjWkTCnXq6RUQGCTOr9R8vNLOVZvaUmW03s3vN7AYzW2Nmm8xsvH9clpn90czW+l8LO7lmMnC2c26jmUWZ2Q4zy/L3RZnZTjPL7OpaZjbPzN4ws3f8x8n+9lvM7Gkzew542cxyzWyV32NfaGYf8ENYirdSoIhIWFPSLSIyOM0A7gCmA58GJjnn5gGPAF/xj7kf+Ilzbi7wUX/f+83BX77cOdcG/Ba4wd+3GNjonDvazbW2Aoucc7OAfwZ+2OHa5wI3O+cuBj4FvOScm+nHvsF/zQog3swyTuPfQkTkjBcT6gBERKRf1jrnDgOY2S7gZX/7JuAi//vFwFQzaz8nxcySnXM1Ha6TC5R1eP4Y8Bfgv4HPAr/q7lpAKvC4mU0EHBDb4VrLnHPl7fECj5lZLPBn59yGDseVAiOAY324fxGRQUVJt4jI4NTY4fu2Ds/beO93exRwrnOuvpvr1AMJ7U+ccwfMrMTMLgbm816vd6fXMrOfAa86564xszHAig67j3e47iozWwRcCfyvmf3IOfcbf3eCH4eISNhSeYmISPh6Gfhy+xMzm9nJMUXAhPdtewSvzOQp51xrD9dKBYr972/pKhAzGw2UOud+CTwKzPa3G5AD7O3NDYmIDFZKukVEwtftwBwze9fMtgC3vf8A59xWINUvFWm3FEjivdKS7q71n8C/m9nrQHQ3sVwIbDCzd/Bqwu/3t58DvNXV7CYiIuFCUwaKiEQ4M/sqUOOce8R/Pgdv0OQHuj8zIK99P7DUObc82K8lIhJK6ukWEZEH8WvCzexu4I/AtwbotQuVcItIJFBPt4iIiIhIkKmnW0REREQkyJR0i4iIiIgEmZJuEREREZEgU9ItIiIiIhJkSrpFRERERIJMSbeIiIiISJD9f13awzYa585kAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "ax = df_settle['2008':].plot(label='actual')\n",
    "prediction_ci.plot(\n",
    "    ax=ax, style=['--', '--'],\n",
    "    label='predicted/forecasted')\n",
    "\n",
    "ci_index = prediction_ci.index\n",
    "lower_ci = prediction_ci.iloc[:, 0]\n",
    "upper_ci = prediction_ci.iloc[:, 1]\n",
    "\n",
    "ax.fill_between(ci_index, lower_ci, upper_ci,\n",
    "    color='r', alpha=.1)\n",
    "\n",
    "ax.set_xlabel('Time (years)')\n",
    "ax.set_ylabel('Prices')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
